import numpy as np
import pandas as pd
import io
import numpy as np
import matplotlib.pyplot as plt
import matplotlib.style as style
import matplotlib
import seaborn as sns
import datetime as dt
from IPython.display import Image
from datetime import datetime
from dateutil import relativedelta
import dill
from mpl_toolkits.mplot3d import Axes3D
import plotly.graph_objs as go
import plotly as py
import warnings
warnings.filterwarnings('ignore')
py.offline.init_notebook_mode(connected = True)
style.use('seaborn-darkgrid') #sets the size of the charts
style.use('ggplot')
matplotlib.rcParams['font.family'] = "serif"
sns.set_context('talk')
df = pd.read_csv("fact_bill_ltv_smry_data_0821_Cust.txt", sep = '|')
df.head()
| Unnamed: 0 | 525298014 | 17/03/04 | 0 | 719 | 7 | 904.34 | 0.1 | 1 | 1.1 | ... | 646.29 | 613.33 | 32.96 | 9.29 | .83 | .00 | .34 | .28 | .00.1 | .00 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | NaN | 925381920 | 17/07/22 | 1 | 51 | 25 | 8012.49 | 5 | 0 | 5 | ... | 3934.73 | 3723.20 | 211.53 | 0.0 | -7.20 | 6.04 | -10.14 | 0.00 | 0.0 | 0.0 |
| 1 | NaN | 825437339 | 17/11/01 | 1 | 51 | 21 | 5977.00 | 0 | 0 | 3 | ... | 3166.38 | 2882.41 | 283.97 | 0.0 | -12.15 | 0.00 | -4.30 | 0.00 | 0.0 | 0.0 |
| 2 | NaN | 689017953 | 17/10/14 | 1 | 51 | 22 | 5842.94 | 0 | 0 | 4 | ... | 3051.38 | 3042.00 | 9.38 | 0.0 | -12.80 | 0.00 | -1.02 | 0.00 | 0.0 | 0.0 |
| 3 | NaN | 373396651 | 17/11/27 | 1 | 51 | 21 | 6018.78 | 0 | 0 | 2 | ... | 3570.00 | 3570.00 | 0.00 | 0.0 | -3.36 | 0.00 | -0.61 | 0.00 | 0.0 | 0.0 |
| 4 | NaN | 588971563 | 17/06/19 | 1 | 51 | 26 | 7135.08 | 4 | 0 | 4 | ... | 4102.56 | 4000.00 | 102.56 | 0.0 | 2.40 | -1.92 | -0.34 | 0.15 | 0.0 | 0.0 |
5 rows × 55 columns
df.columns = ['sno','cust_id', 'cust_estb_dt', 'cust_status_ind', 'recency', 'frequency', 'monetary', 'NewVZPlan_plan_cnt', 'VerizonUNL_plan_cnt', 'billed_acct_size', 'VoiceTextData_pplangrp_cnt', 'VoiceData_revtype_cnt', 'active_loan_cnt', 'birth_year', 'zip5_cd', 'Loand_equip_cnt', 'BeyondUnlmtd_plan_cnt', 'GoUnlimit_plan_cnt', 'IphoneDev_cnt', 'recurring_paychnl_cnt', 'CA_state_cd', 'Hispanic_ethnicity_cnt', 'data_ovrg_Yes_cnt', 'Edge_contract_cnt', 'CommunicStore_chnl_cnt', 'AndroidDev_cnt', 'WearablDev_cnt', 'SingleLine_plan_cnt', 'TX_state_cd', 'ATT_port_cnt', 'DataOnly_Revtype_cnt', 'MatureAdults_cnt', 'handset_paychnl_cnt', 'VoiceOnly_pplangrp_cnt', 'SngleCpleKids_cnt', 'FamTeens_cnt', 'Purch_equip_cnt', 'MTM_contract_cnt', 'T_Mobile_port_cnt', 'Sprint_port_cnt', 'LocalRetailer_chnl_cnt', 'TwoYear_contract_cnt', 'BasicDev_cnt', 'arpu_amt', 'gl_late_fees_amt', 'gl_tot_service_rev_amt', 'gl_recur_rev_amt', 'gl_nonrecur_rev_amt', 'pplan_access_acrtn', 'tot_revenue_acrtn', 'access_rev_acrtn', 'eqp_rev_acrtn', 'usage_rev_acrtn', 'data_overage_amt', 'voice_overage_amt']
df = df.drop('sno', axis=1)
df.head()
| cust_id | cust_estb_dt | cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | VoiceTextData_pplangrp_cnt | ... | gl_tot_service_rev_amt | gl_recur_rev_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 925381920 | 17/07/22 | 1 | 51 | 25 | 8012.49 | 5 | 0 | 5 | 5 | ... | 3934.73 | 3723.20 | 211.53 | 0.0 | -7.20 | 6.04 | -10.14 | 0.00 | 0.0 | 0.0 |
| 1 | 825437339 | 17/11/01 | 1 | 51 | 21 | 5977.00 | 0 | 0 | 3 | 3 | ... | 3166.38 | 2882.41 | 283.97 | 0.0 | -12.15 | 0.00 | -4.30 | 0.00 | 0.0 | 0.0 |
| 2 | 689017953 | 17/10/14 | 1 | 51 | 22 | 5842.94 | 0 | 0 | 4 | 4 | ... | 3051.38 | 3042.00 | 9.38 | 0.0 | -12.80 | 0.00 | -1.02 | 0.00 | 0.0 | 0.0 |
| 3 | 373396651 | 17/11/27 | 1 | 51 | 21 | 6018.78 | 0 | 0 | 2 | 2 | ... | 3570.00 | 3570.00 | 0.00 | 0.0 | -3.36 | 0.00 | -0.61 | 0.00 | 0.0 | 0.0 |
| 4 | 588971563 | 17/06/19 | 1 | 51 | 26 | 7135.08 | 4 | 0 | 4 | 4 | ... | 4102.56 | 4000.00 | 102.56 | 0.0 | 2.40 | -1.92 | -0.34 | 0.15 | 0.0 | 0.0 |
5 rows × 54 columns
df.columns
Index(['cust_id', 'cust_estb_dt', 'cust_status_ind', 'recency', 'frequency',
'monetary', 'NewVZPlan_plan_cnt', 'VerizonUNL_plan_cnt',
'billed_acct_size', 'VoiceTextData_pplangrp_cnt',
'VoiceData_revtype_cnt', 'active_loan_cnt', 'birth_year', 'zip5_cd',
'Loand_equip_cnt', 'BeyondUnlmtd_plan_cnt', 'GoUnlimit_plan_cnt',
'IphoneDev_cnt', 'recurring_paychnl_cnt', 'CA_state_cd',
'Hispanic_ethnicity_cnt', 'data_ovrg_Yes_cnt', 'Edge_contract_cnt',
'CommunicStore_chnl_cnt', 'AndroidDev_cnt', 'WearablDev_cnt',
'SingleLine_plan_cnt', 'TX_state_cd', 'ATT_port_cnt',
'DataOnly_Revtype_cnt', 'MatureAdults_cnt', 'handset_paychnl_cnt',
'VoiceOnly_pplangrp_cnt', 'SngleCpleKids_cnt', 'FamTeens_cnt',
'Purch_equip_cnt', 'MTM_contract_cnt', 'T_Mobile_port_cnt',
'Sprint_port_cnt', 'LocalRetailer_chnl_cnt', 'TwoYear_contract_cnt',
'BasicDev_cnt', 'arpu_amt', 'gl_late_fees_amt',
'gl_tot_service_rev_amt', 'gl_recur_rev_amt', 'gl_nonrecur_rev_amt',
'pplan_access_acrtn', 'tot_revenue_acrtn', 'access_rev_acrtn',
'eqp_rev_acrtn', 'usage_rev_acrtn', 'data_overage_amt',
'voice_overage_amt'],
dtype='object')
len(df)
758196
df.isnull().sum()
cust_id 0 cust_estb_dt 0 cust_status_ind 0 recency 0 frequency 0 monetary 0 NewVZPlan_plan_cnt 0 VerizonUNL_plan_cnt 0 billed_acct_size 0 VoiceTextData_pplangrp_cnt 0 VoiceData_revtype_cnt 0 active_loan_cnt 0 birth_year 0 zip5_cd 0 Loand_equip_cnt 0 BeyondUnlmtd_plan_cnt 0 GoUnlimit_plan_cnt 0 IphoneDev_cnt 0 recurring_paychnl_cnt 0 CA_state_cd 0 Hispanic_ethnicity_cnt 0 data_ovrg_Yes_cnt 0 Edge_contract_cnt 0 CommunicStore_chnl_cnt 0 AndroidDev_cnt 0 WearablDev_cnt 0 SingleLine_plan_cnt 0 TX_state_cd 0 ATT_port_cnt 0 DataOnly_Revtype_cnt 0 MatureAdults_cnt 0 handset_paychnl_cnt 0 VoiceOnly_pplangrp_cnt 0 SngleCpleKids_cnt 0 FamTeens_cnt 0 Purch_equip_cnt 0 MTM_contract_cnt 0 T_Mobile_port_cnt 0 Sprint_port_cnt 0 LocalRetailer_chnl_cnt 0 TwoYear_contract_cnt 0 BasicDev_cnt 0 arpu_amt 0 gl_late_fees_amt 0 gl_tot_service_rev_amt 0 gl_recur_rev_amt 0 gl_nonrecur_rev_amt 0 pplan_access_acrtn 0 tot_revenue_acrtn 0 access_rev_acrtn 0 eqp_rev_acrtn 0 usage_rev_acrtn 0 data_overage_amt 0 voice_overage_amt 0 dtype: int64
df.head()
| cust_id | cust_estb_dt | cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | VoiceTextData_pplangrp_cnt | ... | gl_tot_service_rev_amt | gl_recur_rev_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 925381920 | 17/07/22 | 1 | 51 | 25 | 8012.49 | 5 | 0 | 5 | 5 | ... | 3934.73 | 3723.20 | 211.53 | 0.0 | -7.20 | 6.04 | -10.14 | 0.00 | 0.0 | 0.0 |
| 1 | 825437339 | 17/11/01 | 1 | 51 | 21 | 5977.00 | 0 | 0 | 3 | 3 | ... | 3166.38 | 2882.41 | 283.97 | 0.0 | -12.15 | 0.00 | -4.30 | 0.00 | 0.0 | 0.0 |
| 2 | 689017953 | 17/10/14 | 1 | 51 | 22 | 5842.94 | 0 | 0 | 4 | 4 | ... | 3051.38 | 3042.00 | 9.38 | 0.0 | -12.80 | 0.00 | -1.02 | 0.00 | 0.0 | 0.0 |
| 3 | 373396651 | 17/11/27 | 1 | 51 | 21 | 6018.78 | 0 | 0 | 2 | 2 | ... | 3570.00 | 3570.00 | 0.00 | 0.0 | -3.36 | 0.00 | -0.61 | 0.00 | 0.0 | 0.0 |
| 4 | 588971563 | 17/06/19 | 1 | 51 | 26 | 7135.08 | 4 | 0 | 4 | 4 | ... | 4102.56 | 4000.00 | 102.56 | 0.0 | 2.40 | -1.92 | -0.34 | 0.15 | 0.0 | 0.0 |
5 rows × 54 columns
NOW = dt.datetime(2019,8,1) #Today's date (We take Aug 1, as we have data only until july 31)
df_zip = pd.read_csv('us-zip-code-latitude-and-longitude.csv', sep=';')
df.describe()
| cust_id | cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | VoiceTextData_pplangrp_cnt | VoiceData_revtype_cnt | ... | gl_tot_service_rev_amt | gl_recur_rev_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 7.581960e+05 | 758196.000000 | 758196.000000 | 758196.000000 | 758196.000000 | 758196.000000 | 758196.000000 | 758196.000000 | 758196.000000 | 758196.000000 | ... | 758196.000000 | 758196.000000 | 758196.000000 | 758196.000000 | 758196.000000 | 758196.000000 | 758196.000000 | 758196.000000 | 758196.000000 | 758196.000000 |
| mean | 6.105298e+08 | 0.699624 | 197.979358 | 20.469335 | 3598.274701 | 0.785815 | 0.987718 | 2.305512 | 2.323062 | 2.151357 | ... | 2293.113338 | 2194.204795 | 98.908543 | 9.599218 | -13.440882 | -2.575634 | -2.685904 | 0.393704 | 1.164720 | 0.403131 |
| std | 2.304322e+08 | 0.458422 | 251.255878 | 8.726280 | 2740.704143 | 1.143805 | 1.751314 | 1.697620 | 1.752230 | 1.577893 | ... | 1595.544941 | 1543.570243 | 217.113144 | 26.270767 | 40.332941 | 8.270055 | 20.061945 | 14.348179 | 10.694771 | 8.911295 |
| min | 2.252509e+08 | 0.000000 | 51.000000 | 1.000000 | -10728.090000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | ... | -7540.980000 | -5443.390000 | -9145.000000 | -120.000000 | -5070.900000 | -355.340000 | -5874.740000 | -1315.370000 | -0.040000 | 0.000000 |
| 25% | 4.252560e+08 | 0.000000 | 51.000000 | 17.000000 | 1665.400000 | 0.000000 | 0.000000 | 1.000000 | 1.000000 | 1.000000 | ... | 1200.707500 | 1127.955000 | 5.000000 | 0.000000 | -13.020000 | -2.410000 | -1.870000 | 0.000000 | 0.000000 | 0.000000 |
| 50% | 6.252509e+08 | 1.000000 | 51.000000 | 23.000000 | 3079.480000 | 0.000000 | 0.000000 | 2.000000 | 2.000000 | 2.000000 | ... | 2072.735000 | 1985.830000 | 30.990000 | 2.260000 | -4.710000 | 0.000000 | -0.030000 | 0.000000 | 0.000000 | 0.000000 |
| 75% | 7.890506e+08 | 1.000000 | 293.000000 | 27.000000 | 4999.102500 | 1.000000 | 1.000000 | 3.000000 | 3.000000 | 3.000000 | ... | 3197.330000 | 3070.000000 | 119.500000 | 8.570000 | -1.230000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| max | 9.890513e+08 | 1.000000 | 962.000000 | 74.000000 | 95900.620000 | 30.000000 | 24.000000 | 22.000000 | 30.000000 | 28.000000 | ... | 29032.510000 | 24626.960000 | 27599.570000 | 1893.330000 | 5969.420000 | 370.000000 | 2156.840000 | 4728.000000 | 2115.000000 | 4020.340000 |
8 rows × 53 columns
# Outlier Removal:
def outlier_treatment(datacolumn):
sorted(datacolumn)
Q1,Q3 = np.percentile(datacolumn , [25,75])
IQR = Q3 - Q1
lower_range = Q1 - (1.5 * IQR)
upper_range = Q3 + (1.5 * IQR)
return lower_range,upper_range
print("Outlier boundaries for Monetary Value")
print(outlier_treatment(df['monetary']))
Outlier boundaries for Monetary Value (-3335.15375, 9999.65625)
df = df[df.monetary > -3335.15375]
df = df[df.monetary < 9999.65625]
len(df)
735831
We now have 735,831 customers after outlier removal!
df.columns
Index(['cust_id', 'cust_estb_dt', 'cust_status_ind', 'recency', 'frequency',
'monetary', 'NewVZPlan_plan_cnt', 'VerizonUNL_plan_cnt',
'billed_acct_size', 'VoiceTextData_pplangrp_cnt',
'VoiceData_revtype_cnt', 'active_loan_cnt', 'birth_year', 'zip5_cd',
'Loand_equip_cnt', 'BeyondUnlmtd_plan_cnt', 'GoUnlimit_plan_cnt',
'IphoneDev_cnt', 'recurring_paychnl_cnt', 'CA_state_cd',
'Hispanic_ethnicity_cnt', 'data_ovrg_Yes_cnt', 'Edge_contract_cnt',
'CommunicStore_chnl_cnt', 'AndroidDev_cnt', 'WearablDev_cnt',
'SingleLine_plan_cnt', 'TX_state_cd', 'ATT_port_cnt',
'DataOnly_Revtype_cnt', 'MatureAdults_cnt', 'handset_paychnl_cnt',
'VoiceOnly_pplangrp_cnt', 'SngleCpleKids_cnt', 'FamTeens_cnt',
'Purch_equip_cnt', 'MTM_contract_cnt', 'T_Mobile_port_cnt',
'Sprint_port_cnt', 'LocalRetailer_chnl_cnt', 'TwoYear_contract_cnt',
'BasicDev_cnt', 'arpu_amt', 'gl_late_fees_amt',
'gl_tot_service_rev_amt', 'gl_recur_rev_amt', 'gl_nonrecur_rev_amt',
'pplan_access_acrtn', 'tot_revenue_acrtn', 'access_rev_acrtn',
'eqp_rev_acrtn', 'usage_rev_acrtn', 'data_overage_amt',
'voice_overage_amt'],
dtype='object')
Customer Id seems to be the only column that can be removed as it has only unique values.
df = df.drop(['cust_id'], axis = 1)
df = df.drop(['cust_estb_dt'], axis = 1)
import pandas_profiling
profile = pandas_profiling.ProfileReport(df)
profile
Dataset info
| Number of variables | 53 |
|---|---|
| Number of observations | 735831 |
| Total Missing (%) | 0.0% |
| Total size in memory | 297.5 MiB |
| Average record size in memory | 424.0 B |
Variables types
| Numeric | 47 |
|---|---|
| Categorical | 0 |
| Boolean | 1 |
| Date | 0 |
| Text (Unique) | 0 |
| Rejected | 5 |
| Unsupported | 0 |
Warnings
ATT_port_cnt has 574875 / 78.1% zeros ZerosAndroidDev_cnt has 415139 / 56.4% zeros ZerosBasicDev_cnt has 697716 / 94.8% zeros ZerosBeyondUnlmtd_plan_cnt has 635124 / 86.3% zeros ZerosCA_state_cd has 378469 / 51.4% zeros ZerosCommunicStore_chnl_cnt has 373049 / 50.7% zeros ZerosDataOnly_Revtype_cnt has 530327 / 72.1% zeros ZerosEdge_contract_cnt is highly correlated with Loand_equip_cnt (ρ = 0.91842) RejectedFamTeens_cnt has 528533 / 71.8% zeros ZerosGoUnlimit_plan_cnt has 511395 / 69.5% zeros ZerosHispanic_ethnicity_cnt has 529934 / 72.0% zeros ZerosIphoneDev_cnt has 232634 / 31.6% zeros ZerosLoand_equip_cnt has 137369 / 18.7% zeros ZerosLocalRetailer_chnl_cnt has 584534 / 79.4% zeros ZerosMTM_contract_cnt has 120856 / 16.4% zeros ZerosMatureAdults_cnt has 588393 / 80.0% zeros ZerosNewVZPlan_plan_cnt has 404390 / 55.0% zeros ZerosPurch_equip_cnt has 426430 / 58.0% zeros ZerosSingleLine_plan_cnt has 695686 / 94.5% zeros ZerosSngleCpleKids_cnt has 445479 / 60.5% zeros ZerosSprint_port_cnt has 638032 / 86.7% zeros ZerosTX_state_cd has 525502 / 71.4% zeros ZerosT_Mobile_port_cnt has 629201 / 85.5% zeros ZerosTwoYear_contract_cnt has 578532 / 78.6% zeros ZerosVerizonUNL_plan_cnt has 464739 / 63.2% zeros ZerosVoiceData_revtype_cnt is highly correlated with VoiceTextData_pplangrp_cnt (ρ = 0.92659) RejectedVoiceOnly_pplangrp_cnt has 697982 / 94.9% zeros ZerosVoiceTextData_pplangrp_cnt is highly correlated with billed_acct_size (ρ = 0.94893) RejectedWearablDev_cnt has 659065 / 89.6% zeros Zerosaccess_rev_acrtn has 297889 / 40.5% zeros Zerosactive_loan_cnt has 144369 / 19.6% zeros Zerosarpu_amt has 9232 / 1.3% zeros Zerosbilled_acct_size has 16421 / 2.2% zeros Zerosbirth_year is highly skewed (γ1 = -39.855) Skeweddata_overage_amt is highly skewed (γ1 = 60.202) Skeweddata_overage_amt has 610109 / 82.9% zeros Zerosdata_ovrg_Yes_cnt has 609310 / 82.8% zeros Zeroseqp_rev_acrtn is highly skewed (γ1 = -21.009) Skewedeqp_rev_acrtn has 186205 / 25.3% zeros Zerosgl_late_fees_amt has 252874 / 34.4% zeros Zerosgl_nonrecur_rev_amt has 121371 / 16.5% zeros Zerosgl_recur_rev_amt is highly correlated with gl_tot_service_rev_amt (ρ = 0.99198) Rejectedgl_tot_service_rev_amt is highly correlated with monetary (ρ = 0.95604) Rejectedhandset_paychnl_cnt has 405184 / 55.1% zeros Zerosmonetary has 9228 / 1.3% zeros Zerospplan_access_acrtn has 252157 / 34.3% zeros Zerosrecurring_paychnl_cnt has 304777 / 41.4% zeros Zerostot_revenue_acrtn has 16268 / 2.2% zeros Zerosusage_rev_acrtn is highly skewed (γ1 = 79.753) Skewedusage_rev_acrtn has 662526 / 90.0% zeros Zerosvoice_overage_amt is highly skewed (γ1 = 80.308) Skewedvoice_overage_amt has 672735 / 91.4% zeros ZerosATT_port_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.36437 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 78.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.82867 |
|---|---|
| Coef of variation | 2.2742 |
| Kurtosis | 9.8599 |
| Mean | 0.36437 |
| MAD | 0.56934 |
| Skewness | 2.8866 |
| Sum | 268115 |
| Variance | 0.68669 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 574875 | 78.1% |
|
| 1 | 94054 | 12.8% |
|
| 2 | 41538 | 5.6% |
|
| 3 | 14285 | 1.9% |
|
| 4 | 8184 | 1.1% |
|
| 5 | 2229 | 0.3% |
|
| 6 | 503 | 0.1% |
|
| 7 | 107 | 0.0% |
|
| 8 | 33 | 0.0% |
|
| 9 | 14 | 0.0% |
|
| Other values (2) | 9 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 574875 | 78.1% |
|
| 1 | 94054 | 12.8% |
|
| 2 | 41538 | 5.6% |
|
| 3 | 14285 | 1.9% |
|
| 4 | 8184 | 1.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 107 | 0.0% |
|
| 8 | 33 | 0.0% |
|
| 9 | 14 | 0.0% |
|
| 10 | 7 | 0.0% |
|
| 11 | 2 | 0.0% |
|
AndroidDev_cnt
Numeric
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.67345 |
|---|---|
| Minimum | 0 |
| Maximum | 27 |
| Zeros (%) | 56.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.96866 |
|---|---|
| Coef of variation | 1.4383 |
| Kurtosis | 5.5411 |
| Mean | 0.67345 |
| MAD | 0.7599 |
| Skewness | 1.8993 |
| Sum | 495549 |
| Variance | 0.93831 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 415139 | 56.4% |
|
| 1 | 205407 | 27.9% |
|
| 2 | 76584 | 10.4% |
|
| 3 | 23852 | 3.2% |
|
| 4 | 10626 | 1.4% |
|
| 5 | 3018 | 0.4% |
|
| 6 | 842 | 0.1% |
|
| 7 | 241 | 0.0% |
|
| 8 | 73 | 0.0% |
|
| 9 | 25 | 0.0% |
|
| Other values (7) | 24 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 415139 | 56.4% |
|
| 1 | 205407 | 27.9% |
|
| 2 | 76584 | 10.4% |
|
| 3 | 23852 | 3.2% |
|
| 4 | 10626 | 1.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 12 | 1 | 0.0% |
|
| 13 | 1 | 0.0% |
|
| 14 | 1 | 0.0% |
|
| 15 | 1 | 0.0% |
|
| 27 | 1 | 0.0% |
|
BasicDev_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.058897 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 94.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.2708 |
|---|---|
| Coef of variation | 4.5979 |
| Kurtosis | 55.757 |
| Mean | 0.058897 |
| MAD | 0.11169 |
| Skewness | 5.9257 |
| Sum | 43338 |
| Variance | 0.073334 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 697716 | 94.8% |
|
| 1 | 33772 | 4.6% |
|
| 2 | 3750 | 0.5% |
|
| 3 | 407 | 0.1% |
|
| 4 | 130 | 0.0% |
|
| 5 | 37 | 0.0% |
|
| 6 | 9 | 0.0% |
|
| 9 | 4 | 0.0% |
|
| 10 | 2 | 0.0% |
|
| 8 | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 697716 | 94.8% |
|
| 1 | 33772 | 4.6% |
|
| 2 | 3750 | 0.5% |
|
| 3 | 407 | 0.1% |
|
| 4 | 130 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 9 | 0.0% |
|
| 7 | 2 | 0.0% |
|
| 8 | 2 | 0.0% |
|
| 9 | 4 | 0.0% |
|
| 10 | 2 | 0.0% |
|
BeyondUnlmtd_plan_cnt
Numeric
| Distinct count | 16 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.32247 |
|---|---|
| Minimum | 0 |
| Maximum | 16 |
| Zeros (%) | 86.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.98385 |
|---|---|
| Coef of variation | 3.051 |
| Kurtosis | 16.999 |
| Mean | 0.32247 |
| MAD | 0.55668 |
| Skewness | 3.8353 |
| Sum | 237285 |
| Variance | 0.96796 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 635124 | 86.3% |
|
| 1 | 37637 | 5.1% |
|
| 2 | 27093 | 3.7% |
|
| 3 | 15185 | 2.1% |
|
| 4 | 10974 | 1.5% |
|
| 5 | 5633 | 0.8% |
|
| 6 | 2510 | 0.3% |
|
| 7 | 1032 | 0.1% |
|
| 8 | 384 | 0.1% |
|
| 9 | 156 | 0.0% |
|
| Other values (6) | 103 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 635124 | 86.3% |
|
| 1 | 37637 | 5.1% |
|
| 2 | 27093 | 3.7% |
|
| 3 | 15185 | 2.1% |
|
| 4 | 10974 | 1.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 11 | 24 | 0.0% |
|
| 12 | 8 | 0.0% |
|
| 13 | 2 | 0.0% |
|
| 14 | 1 | 0.0% |
|
| 16 | 1 | 0.0% |
|
CA_state_cd
Numeric
| Distinct count | 19 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.1124 |
|---|---|
| Minimum | 0 |
| Maximum | 21 |
| Zeros (%) | 51.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.5761 |
|---|---|
| Coef of variation | 1.4169 |
| Kurtosis | 3.6899 |
| Mean | 1.1124 |
| MAD | 1.1894 |
| Skewness | 1.7942 |
| Sum | 818526 |
| Variance | 2.4842 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 378469 | 51.4% |
|
| 1 | 147546 | 20.1% |
|
| 2 | 91578 | 12.4% |
|
| 3 | 48715 | 6.6% |
|
| 4 | 34552 | 4.7% |
|
| 5 | 18822 | 2.6% |
|
| 6 | 9148 | 1.2% |
|
| 7 | 3950 | 0.5% |
|
| 8 | 1687 | 0.2% |
|
| 9 | 728 | 0.1% |
|
| Other values (9) | 636 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 378469 | 51.4% |
|
| 1 | 147546 | 20.1% |
|
| 2 | 91578 | 12.4% |
|
| 3 | 48715 | 6.6% |
|
| 4 | 34552 | 4.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 14 | 10 | 0.0% |
|
| 15 | 4 | 0.0% |
|
| 17 | 1 | 0.0% |
|
| 19 | 1 | 0.0% |
|
| 21 | 1 | 0.0% |
|
CommunicStore_chnl_cnt
Numeric
| Distinct count | 19 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.0009 |
|---|---|
| Minimum | 0 |
| Maximum | 24 |
| Zeros (%) | 50.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.3845 |
|---|---|
| Coef of variation | 1.3832 |
| Kurtosis | 3.9193 |
| Mean | 1.0009 |
| MAD | 1.0153 |
| Skewness | 1.7908 |
| Sum | 736488 |
| Variance | 1.9167 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 373049 | 50.7% |
|
| 1 | 172145 | 23.4% |
|
| 2 | 95128 | 12.9% |
|
| 3 | 44792 | 6.1% |
|
| 4 | 28506 | 3.9% |
|
| 5 | 13311 | 1.8% |
|
| 6 | 5468 | 0.7% |
|
| 7 | 2070 | 0.3% |
|
| 8 | 811 | 0.1% |
|
| 9 | 308 | 0.0% |
|
| Other values (9) | 243 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 373049 | 50.7% |
|
| 1 | 172145 | 23.4% |
|
| 2 | 95128 | 12.9% |
|
| 3 | 44792 | 6.1% |
|
| 4 | 28506 | 3.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 14 | 1 | 0.0% |
|
| 16 | 2 | 0.0% |
|
| 17 | 1 | 0.0% |
|
| 19 | 1 | 0.0% |
|
| 24 | 1 | 0.0% |
|
DataOnly_Revtype_cnt
Numeric
| Distinct count | 15 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.36147 |
|---|---|
| Minimum | 0 |
| Maximum | 17 |
| Zeros (%) | 72.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.67594 |
|---|---|
| Coef of variation | 1.87 |
| Kurtosis | 11.918 |
| Mean | 0.36147 |
| MAD | 0.52104 |
| Skewness | 2.5836 |
| Sum | 265982 |
| Variance | 0.45689 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 530327 | 72.1% |
|
| 1 | 159953 | 21.7% |
|
| 2 | 35191 | 4.8% |
|
| 3 | 7472 | 1.0% |
|
| 4 | 1935 | 0.3% |
|
| 5 | 608 | 0.1% |
|
| 6 | 166 | 0.0% |
|
| 7 | 85 | 0.0% |
|
| 8 | 41 | 0.0% |
|
| 10 | 27 | 0.0% |
|
| Other values (5) | 26 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 530327 | 72.1% |
|
| 1 | 159953 | 21.7% |
|
| 2 | 35191 | 4.8% |
|
| 3 | 7472 | 1.0% |
|
| 4 | 1935 | 0.3% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 10 | 27 | 0.0% |
|
| 11 | 2 | 0.0% |
|
| 12 | 2 | 0.0% |
|
| 14 | 2 | 0.0% |
|
| 17 | 1 | 0.0% |
|
Edge_contract_cnt
Highly correlated
This variable is highly correlated with Loand_equip_cnt and should be ignored for analysis
| Correlation | 0.91842 |
|---|
FamTeens_cnt
Numeric
| Distinct count | 16 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.6346 |
|---|---|
| Minimum | 0 |
| Maximum | 17 |
| Zeros (%) | 71.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.2845 |
|---|---|
| Coef of variation | 2.0241 |
| Kurtosis | 7.044 |
| Mean | 0.6346 |
| MAD | 0.91163 |
| Skewness | 2.516 |
| Sum | 466955 |
| Variance | 1.65 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 528533 | 71.8% |
|
| 1 | 86797 | 11.8% |
|
| 2 | 52222 | 7.1% |
|
| 3 | 28654 | 3.9% |
|
| 4 | 21133 | 2.9% |
|
| 5 | 10653 | 1.4% |
|
| 6 | 4817 | 0.7% |
|
| 7 | 1863 | 0.3% |
|
| 8 | 711 | 0.1% |
|
| 9 | 261 | 0.0% |
|
| Other values (6) | 187 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 528533 | 71.8% |
|
| 1 | 86797 | 11.8% |
|
| 2 | 52222 | 7.1% |
|
| 3 | 28654 | 3.9% |
|
| 4 | 21133 | 2.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 11 | 37 | 0.0% |
|
| 12 | 14 | 0.0% |
|
| 13 | 7 | 0.0% |
|
| 14 | 3 | 0.0% |
|
| 17 | 1 | 0.0% |
|
GoUnlimit_plan_cnt
Numeric
| Distinct count | 18 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.75149 |
|---|---|
| Minimum | 0 |
| Maximum | 17 |
| Zeros (%) | 69.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.4114 |
|---|---|
| Coef of variation | 1.8782 |
| Kurtosis | 5.1648 |
| Mean | 0.75149 |
| MAD | 1.0446 |
| Skewness | 2.2066 |
| Sum | 552967 |
| Variance | 1.9921 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 511395 | 69.5% |
|
| 1 | 73277 | 10.0% |
|
| 2 | 64383 | 8.7% |
|
| 3 | 36281 | 4.9% |
|
| 4 | 27135 | 3.7% |
|
| 5 | 13221 | 1.8% |
|
| 6 | 6142 | 0.8% |
|
| 7 | 2398 | 0.3% |
|
| 8 | 990 | 0.1% |
|
| 9 | 367 | 0.0% |
|
| Other values (8) | 242 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 511395 | 69.5% |
|
| 1 | 73277 | 10.0% |
|
| 2 | 64383 | 8.7% |
|
| 3 | 36281 | 4.9% |
|
| 4 | 27135 | 3.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 13 | 7 | 0.0% |
|
| 14 | 1 | 0.0% |
|
| 15 | 3 | 0.0% |
|
| 16 | 1 | 0.0% |
|
| 17 | 1 | 0.0% |
|
Hispanic_ethnicity_cnt
Numeric
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.68787 |
|---|---|
| Minimum | 0 |
| Maximum | 16 |
| Zeros (%) | 72.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.3956 |
|---|---|
| Coef of variation | 2.0288 |
| Kurtosis | 6.6777 |
| Mean | 0.68787 |
| MAD | 0.99079 |
| Skewness | 2.4751 |
| Sum | 506158 |
| Variance | 1.9476 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 529934 | 72.0% |
|
| 1 | 75457 | 10.3% |
|
| 2 | 51985 | 7.1% |
|
| 3 | 30660 | 4.2% |
|
| 4 | 23346 | 3.2% |
|
| 5 | 13282 | 1.8% |
|
| 6 | 6462 | 0.9% |
|
| 7 | 2780 | 0.4% |
|
| 8 | 1128 | 0.2% |
|
| 9 | 473 | 0.1% |
|
| Other values (7) | 324 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 529934 | 72.0% |
|
| 1 | 75457 | 10.3% |
|
| 2 | 51985 | 7.1% |
|
| 3 | 30660 | 4.2% |
|
| 4 | 23346 | 3.2% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 12 | 37 | 0.0% |
|
| 13 | 10 | 0.0% |
|
| 14 | 1 | 0.0% |
|
| 15 | 4 | 0.0% |
|
| 16 | 2 | 0.0% |
|
IphoneDev_cnt
Numeric
| Distinct count | 16 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.2057 |
|---|---|
| Minimum | 0 |
| Maximum | 17 |
| Zeros (%) | 31.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.2238 |
|---|---|
| Coef of variation | 1.015 |
| Kurtosis | 2.8246 |
| Mean | 1.2057 |
| MAD | 0.91866 |
| Skewness | 1.4101 |
| Sum | 887159 |
| Variance | 1.4977 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 1 | 279648 | 38.0% |
|
| 0 | 232634 | 31.6% |
|
| 2 | 128904 | 17.5% |
|
| 3 | 49999 | 6.8% |
|
| 4 | 30340 | 4.1% |
|
| 5 | 9976 | 1.4% |
|
| 6 | 2859 | 0.4% |
|
| 7 | 868 | 0.1% |
|
| 8 | 350 | 0.0% |
|
| 9 | 138 | 0.0% |
|
| Other values (6) | 115 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 232634 | 31.6% |
|
| 1 | 279648 | 38.0% |
|
| 2 | 128904 | 17.5% |
|
| 3 | 49999 | 6.8% |
|
| 4 | 30340 | 4.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 11 | 14 | 0.0% |
|
| 12 | 6 | 0.0% |
|
| 13 | 1 | 0.0% |
|
| 14 | 2 | 0.0% |
|
| 17 | 1 | 0.0% |
|
Loand_equip_cnt
Numeric
| Distinct count | 16 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.574 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros (%) | 18.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.3306 |
|---|---|
| Coef of variation | 0.84533 |
| Kurtosis | 1.8558 |
| Mean | 1.574 |
| MAD | 1.0456 |
| Skewness | 1.213 |
| Sum | 1158227 |
| Variance | 1.7705 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 1 | 293479 | 39.9% |
|
| 2 | 161993 | 22.0% |
|
| 0 | 137369 | 18.7% |
|
| 3 | 70491 | 9.6% |
|
| 4 | 45756 | 6.2% |
|
| 5 | 18089 | 2.5% |
|
| 6 | 5961 | 0.8% |
|
| 7 | 1843 | 0.3% |
|
| 8 | 603 | 0.1% |
|
| 9 | 176 | 0.0% |
|
| Other values (6) | 71 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 137369 | 18.7% |
|
| 1 | 293479 | 39.9% |
|
| 2 | 161993 | 22.0% |
|
| 3 | 70491 | 9.6% |
|
| 4 | 45756 | 6.2% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 11 | 7 | 0.0% |
|
| 12 | 4 | 0.0% |
|
| 13 | 2 | 0.0% |
|
| 14 | 1 | 0.0% |
|
| 15 | 2 | 0.0% |
|
LocalRetailer_chnl_cnt
Numeric
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.40163 |
|---|---|
| Minimum | 0 |
| Maximum | 16 |
| Zeros (%) | 79.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.98021 |
|---|---|
| Coef of variation | 2.4406 |
| Kurtosis | 13.174 |
| Mean | 0.40163 |
| MAD | 0.63809 |
| Skewness | 3.2519 |
| Sum | 295529 |
| Variance | 0.96082 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 584534 | 79.4% |
|
| 1 | 74742 | 10.2% |
|
| 2 | 40181 | 5.5% |
|
| 3 | 18053 | 2.5% |
|
| 4 | 10596 | 1.4% |
|
| 5 | 4572 | 0.6% |
|
| 6 | 1893 | 0.3% |
|
| 7 | 789 | 0.1% |
|
| 8 | 266 | 0.0% |
|
| 9 | 111 | 0.0% |
|
| Other values (7) | 94 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 584534 | 79.4% |
|
| 1 | 74742 | 10.2% |
|
| 2 | 40181 | 5.5% |
|
| 3 | 18053 | 2.5% |
|
| 4 | 10596 | 1.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 12 | 9 | 0.0% |
|
| 13 | 3 | 0.0% |
|
| 14 | 4 | 0.0% |
|
| 15 | 1 | 0.0% |
|
| 16 | 1 | 0.0% |
|
MTM_contract_cnt
Numeric
| Distinct count | 20 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.4385 |
|---|---|
| Minimum | 0 |
| Maximum | 30 |
| Zeros (%) | 16.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.1824 |
|---|---|
| Coef of variation | 0.82195 |
| Kurtosis | 4.1995 |
| Mean | 1.4385 |
| MAD | 0.89743 |
| Skewness | 1.5183 |
| Sum | 1058487 |
| Variance | 1.398 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 1 | 356517 | 48.5% |
|
| 2 | 150910 | 20.5% |
|
| 0 | 120856 | 16.4% |
|
| 3 | 55321 | 7.5% |
|
| 4 | 35591 | 4.8% |
|
| 5 | 11443 | 1.6% |
|
| 6 | 3259 | 0.4% |
|
| 7 | 1103 | 0.1% |
|
| 8 | 459 | 0.1% |
|
| 9 | 187 | 0.0% |
|
| Other values (10) | 185 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 120856 | 16.4% |
|
| 1 | 356517 | 48.5% |
|
| 2 | 150910 | 20.5% |
|
| 3 | 55321 | 7.5% |
|
| 4 | 35591 | 4.8% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 15 | 1 | 0.0% |
|
| 16 | 2 | 0.0% |
|
| 17 | 1 | 0.0% |
|
| 19 | 1 | 0.0% |
|
| 30 | 1 | 0.0% |
|
MatureAdults_cnt
Numeric
| Distinct count | 16 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.40659 |
|---|---|
| Minimum | 0 |
| Maximum | 21 |
| Zeros (%) | 80.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 1.0067 |
|---|---|
| Coef of variation | 2.4759 |
| Kurtosis | 13.114 |
| Mean | 0.40659 |
| MAD | 0.65024 |
| Skewness | 3.2615 |
| Sum | 299181 |
| Variance | 1.0134 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 588393 | 80.0% |
|
| 1 | 68866 | 9.4% |
|
| 2 | 39670 | 5.4% |
|
| 3 | 19318 | 2.6% |
|
| 4 | 10937 | 1.5% |
|
| 5 | 5026 | 0.7% |
|
| 6 | 2187 | 0.3% |
|
| 7 | 868 | 0.1% |
|
| 8 | 328 | 0.0% |
|
| 9 | 132 | 0.0% |
|
| Other values (6) | 106 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 588393 | 80.0% |
|
| 1 | 68866 | 9.4% |
|
| 2 | 39670 | 5.4% |
|
| 3 | 19318 | 2.6% |
|
| 4 | 10937 | 1.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 11 | 26 | 0.0% |
|
| 12 | 11 | 0.0% |
|
| 13 | 3 | 0.0% |
|
| 15 | 1 | 0.0% |
|
| 21 | 1 | 0.0% |
|
NewVZPlan_plan_cnt
Numeric
| Distinct count | 16 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.78961 |
|---|---|
| Minimum | 0 |
| Maximum | 30 |
| Zeros (%) | 55.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.1239 |
|---|---|
| Coef of variation | 1.4234 |
| Kurtosis | 5.0266 |
| Mean | 0.78961 |
| MAD | 0.86789 |
| Skewness | 1.846 |
| Sum | 581016 |
| Variance | 1.2632 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 404390 | 55.0% |
|
| 1 | 178000 | 24.2% |
|
| 2 | 94174 | 12.8% |
|
| 3 | 35554 | 4.8% |
|
| 4 | 15311 | 2.1% |
|
| 5 | 5400 | 0.7% |
|
| 6 | 1936 | 0.3% |
|
| 7 | 685 | 0.1% |
|
| 8 | 219 | 0.0% |
|
| 9 | 83 | 0.0% |
|
| Other values (6) | 79 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 404390 | 55.0% |
|
| 1 | 178000 | 24.2% |
|
| 2 | 94174 | 12.8% |
|
| 3 | 35554 | 4.8% |
|
| 4 | 15311 | 2.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 11 | 17 | 0.0% |
|
| 12 | 4 | 0.0% |
|
| 13 | 3 | 0.0% |
|
| 14 | 2 | 0.0% |
|
| 30 | 1 | 0.0% |
|
Purch_equip_cnt
Numeric
| Distinct count | 19 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.61292 |
|---|---|
| Minimum | 0 |
| Maximum | 19 |
| Zeros (%) | 58.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.92301 |
|---|---|
| Coef of variation | 1.5059 |
| Kurtosis | 10.053 |
| Mean | 0.61292 |
| MAD | 0.7104 |
| Skewness | 2.3773 |
| Sum | 451004 |
| Variance | 0.85194 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 426430 | 58.0% |
|
| 1 | 217683 | 29.6% |
|
| 2 | 61436 | 8.3% |
|
| 3 | 18690 | 2.5% |
|
| 4 | 7158 | 1.0% |
|
| 5 | 2595 | 0.4% |
|
| 6 | 987 | 0.1% |
|
| 7 | 413 | 0.1% |
|
| 8 | 197 | 0.0% |
|
| 9 | 120 | 0.0% |
|
| Other values (9) | 122 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 426430 | 58.0% |
|
| 1 | 217683 | 29.6% |
|
| 2 | 61436 | 8.3% |
|
| 3 | 18690 | 2.5% |
|
| 4 | 7158 | 1.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 14 | 2 | 0.0% |
|
| 15 | 2 | 0.0% |
|
| 16 | 1 | 0.0% |
|
| 17 | 1 | 0.0% |
|
| 19 | 1 | 0.0% |
|
SingleLine_plan_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.062683 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 94.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.28311 |
|---|---|
| Coef of variation | 4.5166 |
| Kurtosis | 72.985 |
| Mean | 0.062683 |
| MAD | 0.11853 |
| Skewness | 6.2361 |
| Sum | 46124 |
| Variance | 0.080153 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 695686 | 94.5% |
|
| 1 | 35281 | 4.8% |
|
| 2 | 4121 | 0.6% |
|
| 3 | 536 | 0.1% |
|
| 4 | 129 | 0.0% |
|
| 5 | 50 | 0.0% |
|
| 6 | 10 | 0.0% |
|
| 10 | 5 | 0.0% |
|
| 9 | 5 | 0.0% |
|
| 7 | 5 | 0.0% |
|
| Other values (2) | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 695686 | 94.5% |
|
| 1 | 35281 | 4.8% |
|
| 2 | 4121 | 0.6% |
|
| 3 | 536 | 0.1% |
|
| 4 | 129 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 5 | 0.0% |
|
| 9 | 5 | 0.0% |
|
| 10 | 5 | 0.0% |
|
| 12 | 2 | 0.0% |
|
| 13 | 1 | 0.0% |
|
SngleCpleKids_cnt
Numeric
| Distinct count | 19 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.90318 |
|---|---|
| Minimum | 0 |
| Maximum | 19 |
| Zeros (%) | 60.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.4724 |
|---|---|
| Coef of variation | 1.6303 |
| Kurtosis | 4.8645 |
| Mean | 0.90318 |
| MAD | 1.0936 |
| Skewness | 2.0471 |
| Sum | 664591 |
| Variance | 2.168 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 445479 | 60.5% |
|
| 1 | 117122 | 15.9% |
|
| 2 | 76371 | 10.4% |
|
| 3 | 40909 | 5.6% |
|
| 4 | 28976 | 3.9% |
|
| 5 | 14976 | 2.0% |
|
| 6 | 6804 | 0.9% |
|
| 7 | 3006 | 0.4% |
|
| 8 | 1183 | 0.2% |
|
| 9 | 516 | 0.1% |
|
| Other values (9) | 489 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 445479 | 60.5% |
|
| 1 | 117122 | 15.9% |
|
| 2 | 76371 | 10.4% |
|
| 3 | 40909 | 5.6% |
|
| 4 | 28976 | 3.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 14 | 7 | 0.0% |
|
| 15 | 6 | 0.0% |
|
| 16 | 1 | 0.0% |
|
| 17 | 2 | 0.0% |
|
| 19 | 3 | 0.0% |
|
Sprint_port_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.22711 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 86.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.68796 |
|---|---|
| Coef of variation | 3.0291 |
| Kurtosis | 17.303 |
| Mean | 0.22711 |
| MAD | 0.39386 |
| Skewness | 3.8472 |
| Sum | 167117 |
| Variance | 0.47329 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 638032 | 86.7% |
|
| 1 | 55699 | 7.6% |
|
| 2 | 24865 | 3.4% |
|
| 3 | 9606 | 1.3% |
|
| 4 | 5766 | 0.8% |
|
| 5 | 1501 | 0.2% |
|
| 6 | 272 | 0.0% |
|
| 7 | 64 | 0.0% |
|
| 8 | 16 | 0.0% |
|
| 9 | 7 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 638032 | 86.7% |
|
| 1 | 55699 | 7.6% |
|
| 2 | 24865 | 3.4% |
|
| 3 | 9606 | 1.3% |
|
| 4 | 5766 | 0.8% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 272 | 0.0% |
|
| 7 | 64 | 0.0% |
|
| 8 | 16 | 0.0% |
|
| 9 | 7 | 0.0% |
|
| 10 | 3 | 0.0% |
|
TX_state_cd
Numeric
| Distinct count | 19 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.66742 |
|---|---|
| Minimum | 0 |
| Maximum | 30 |
| Zeros (%) | 71.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.3301 |
|---|---|
| Coef of variation | 1.9929 |
| Kurtosis | 7.1497 |
| Mean | 0.66742 |
| MAD | 0.95329 |
| Skewness | 2.4742 |
| Sum | 491106 |
| Variance | 1.7692 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 525502 | 71.4% |
|
| 1 | 80024 | 10.9% |
|
| 2 | 56759 | 7.7% |
|
| 3 | 31848 | 4.3% |
|
| 4 | 21562 | 2.9% |
|
| 5 | 11246 | 1.5% |
|
| 6 | 5216 | 0.7% |
|
| 7 | 2191 | 0.3% |
|
| 8 | 870 | 0.1% |
|
| 9 | 353 | 0.0% |
|
| Other values (9) | 260 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 525502 | 71.4% |
|
| 1 | 80024 | 10.9% |
|
| 2 | 56759 | 7.7% |
|
| 3 | 31848 | 4.3% |
|
| 4 | 21562 | 2.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 14 | 4 | 0.0% |
|
| 15 | 1 | 0.0% |
|
| 16 | 2 | 0.0% |
|
| 19 | 2 | 0.0% |
|
| 30 | 1 | 0.0% |
|
T_Mobile_port_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.24391 |
|---|---|
| Minimum | 0 |
| Maximum | 18 |
| Zeros (%) | 85.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.71179 |
|---|---|
| Coef of variation | 2.9183 |
| Kurtosis | 18.507 |
| Mean | 0.24391 |
| MAD | 0.41713 |
| Skewness | 3.857 |
| Sum | 179475 |
| Variance | 0.50664 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 629201 | 85.5% |
|
| 1 | 63124 | 8.6% |
|
| 2 | 25793 | 3.5% |
|
| 3 | 9330 | 1.3% |
|
| 4 | 6087 | 0.8% |
|
| 5 | 1674 | 0.2% |
|
| 6 | 420 | 0.1% |
|
| 7 | 125 | 0.0% |
|
| 8 | 51 | 0.0% |
|
| 9 | 14 | 0.0% |
|
| Other values (2) | 12 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 629201 | 85.5% |
|
| 1 | 63124 | 8.6% |
|
| 2 | 25793 | 3.5% |
|
| 3 | 9330 | 1.3% |
|
| 4 | 6087 | 0.8% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 125 | 0.0% |
|
| 8 | 51 | 0.0% |
|
| 9 | 14 | 0.0% |
|
| 10 | 11 | 0.0% |
|
| 18 | 1 | 0.0% |
|
TwoYear_contract_cnt
Numeric
| Distinct count | 15 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.26292 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros (%) | 78.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.56849 |
|---|---|
| Coef of variation | 2.1622 |
| Kurtosis | 14.03 |
| Mean | 0.26292 |
| MAD | 0.41344 |
| Skewness | 2.8512 |
| Sum | 193467 |
| Variance | 0.32318 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 578532 | 78.6% |
|
| 1 | 129010 | 17.5% |
|
| 2 | 22615 | 3.1% |
|
| 3 | 4169 | 0.6% |
|
| 4 | 1086 | 0.1% |
|
| 5 | 286 | 0.0% |
|
| 6 | 72 | 0.0% |
|
| 7 | 28 | 0.0% |
|
| 8 | 11 | 0.0% |
|
| 10 | 9 | 0.0% |
|
| Other values (5) | 13 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 578532 | 78.6% |
|
| 1 | 129010 | 17.5% |
|
| 2 | 22615 | 3.1% |
|
| 3 | 4169 | 0.6% |
|
| 4 | 1086 | 0.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 10 | 9 | 0.0% |
|
| 11 | 1 | 0.0% |
|
| 13 | 1 | 0.0% |
|
| 14 | 1 | 0.0% |
|
| 15 | 2 | 0.0% |
|
VerizonUNL_plan_cnt
Numeric
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.84847 |
|---|---|
| Minimum | 0 |
| Maximum | 19 |
| Zeros (%) | 63.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.4702 |
|---|---|
| Coef of variation | 1.7328 |
| Kurtosis | 5.6163 |
| Mean | 0.84847 |
| MAD | 1.0718 |
| Skewness | 2.2134 |
| Sum | 624327 |
| Variance | 2.1615 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 464739 | 63.2% |
|
| 1 | 114523 | 15.6% |
|
| 2 | 64972 | 8.8% |
|
| 3 | 37724 | 5.1% |
|
| 4 | 25932 | 3.5% |
|
| 5 | 15053 | 2.0% |
|
| 6 | 7148 | 1.0% |
|
| 7 | 3197 | 0.4% |
|
| 8 | 1347 | 0.2% |
|
| 9 | 619 | 0.1% |
|
| Other values (7) | 577 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 464739 | 63.2% |
|
| 1 | 114523 | 15.6% |
|
| 2 | 64972 | 8.8% |
|
| 3 | 37724 | 5.1% |
|
| 4 | 25932 | 3.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 12 | 47 | 0.0% |
|
| 13 | 9 | 0.0% |
|
| 14 | 7 | 0.0% |
|
| 15 | 2 | 0.0% |
|
| 19 | 3 | 0.0% |
|
VoiceData_revtype_cnt
Highly correlated
This variable is highly correlated with VoiceTextData_pplangrp_cnt and should be ignored for analysis
| Correlation | 0.92659 |
|---|
VoiceOnly_pplangrp_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.059159 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros (%) | 94.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.27487 |
|---|---|
| Coef of variation | 4.6463 |
| Kurtosis | 73.018 |
| Mean | 0.059159 |
| MAD | 0.11223 |
| Skewness | 6.3147 |
| Sum | 43531 |
| Variance | 0.075552 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 697982 | 94.9% |
|
| 1 | 33133 | 4.5% |
|
| 2 | 4060 | 0.6% |
|
| 3 | 487 | 0.1% |
|
| 4 | 108 | 0.0% |
|
| 5 | 38 | 0.0% |
|
| 9 | 6 | 0.0% |
|
| 6 | 6 | 0.0% |
|
| 10 | 5 | 0.0% |
|
| 7 | 3 | 0.0% |
|
| Other values (2) | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 697982 | 94.9% |
|
| 1 | 33133 | 4.5% |
|
| 2 | 4060 | 0.6% |
|
| 3 | 487 | 0.1% |
|
| 4 | 108 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 3 | 0.0% |
|
| 9 | 6 | 0.0% |
|
| 10 | 5 | 0.0% |
|
| 11 | 2 | 0.0% |
|
| 12 | 1 | 0.0% |
|
VoiceTextData_pplangrp_cnt
Highly correlated
This variable is highly correlated with billed_acct_size and should be ignored for analysis
| Correlation | 0.94893 |
|---|
WearablDev_cnt
Numeric
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1311 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros (%) | 89.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.42203 |
|---|---|
| Coef of variation | 3.219 |
| Kurtosis | 18.885 |
| Mean | 0.1311 |
| MAD | 0.23485 |
| Skewness | 3.8806 |
| Sum | 96471 |
| Variance | 0.17811 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 659065 | 89.6% |
|
| 1 | 60174 | 8.2% |
|
| 2 | 14101 | 1.9% |
|
| 3 | 2002 | 0.3% |
|
| 4 | 390 | 0.1% |
|
| 5 | 73 | 0.0% |
|
| 6 | 20 | 0.0% |
|
| 7 | 4 | 0.0% |
|
| 8 | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 659065 | 89.6% |
|
| 1 | 60174 | 8.2% |
|
| 2 | 14101 | 1.9% |
|
| 3 | 2002 | 0.3% |
|
| 4 | 390 | 0.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 390 | 0.1% |
|
| 5 | 73 | 0.0% |
|
| 6 | 20 | 0.0% |
|
| 7 | 4 | 0.0% |
|
| 8 | 2 | 0.0% |
|
access_rev_acrtn
Numeric
| Distinct count | 6967 |
|---|---|
| Unique (%) | 0.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -2.5996 |
|---|---|
| Minimum | -355.34 |
| Maximum | 370 |
| Zeros (%) | 40.5% |
Quantile statistics
| Minimum | -355.34 |
|---|---|
| 5-th percentile | -13.54 |
| Q1 | -2.38 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1.75 |
| Maximum | 370 |
| Range | 725.34 |
| Interquartile range | 2.38 |
Descriptive statistics
| Standard deviation | 8.3687 |
|---|---|
| Coef of variation | -3.2192 |
| Kurtosis | 85.287 |
| Mean | -2.5996 |
| MAD | 3.9463 |
| Skewness | -6.1196 |
| Sum | -1912900 |
| Variance | 70.034 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0.0 | 297889 | 40.5% |
|
| -2.5 | 4261 | 0.6% |
|
| -1.67 | 3980 | 0.5% |
|
| -5.0 | 3771 | 0.5% |
|
| -10.0 | 3257 | 0.4% |
|
| -1.9 | 2967 | 0.4% |
|
| -2.0 | 2872 | 0.4% |
|
| -16.25 | 2601 | 0.4% |
|
| -1.82 | 2470 | 0.3% |
|
| -1.25 | 2388 | 0.3% |
|
| Other values (6957) | 409375 | 55.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -355.34 | 1 | 0.0% |
|
| -355.0 | 1 | 0.0% |
|
| -335.0 | 1 | 0.0% |
|
| -297.88 | 1 | 0.0% |
|
| -287.14 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 180.48 | 1 | 0.0% |
|
| 207.9 | 1 | 0.0% |
|
| 234.0 | 1 | 0.0% |
|
| 250.0 | 1 | 0.0% |
|
| 370.0 | 1 | 0.0% |
|
active_loan_cnt
Numeric
| Distinct count | 85 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.8246 |
|---|---|
| Minimum | 0 |
| Maximum | 169 |
| Zeros (%) | 19.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 6 |
| 95-th percentile | 20 |
| Maximum | 169 |
| Range | 169 |
| Interquartile range | 5 |
Descriptive statistics
| Standard deviation | 7.4198 |
|---|---|
| Coef of variation | 1.5379 |
| Kurtosis | 18.711 |
| Mean | 4.8246 |
| MAD | 4.8481 |
| Skewness | 3.3662 |
| Sum | 3550085 |
| Variance | 55.054 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 1 | 205731 | 28.0% |
|
| 0 | 144369 | 19.6% |
|
| 4 | 107743 | 14.6% |
|
| 2 | 64295 | 8.7% |
|
| 6 | 40033 | 5.4% |
|
| 9 | 37378 | 5.1% |
|
| 16 | 25782 | 3.5% |
|
| 12 | 20921 | 2.8% |
|
| 3 | 16370 | 2.2% |
|
| 8 | 14943 | 2.0% |
|
| Other values (75) | 58266 | 7.9% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 144369 | 19.6% |
|
| 1 | 205731 | 28.0% |
|
| 2 | 64295 | 8.7% |
|
| 3 | 16370 | 2.2% |
|
| 4 | 107743 | 14.6% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 140 | 3 | 0.0% |
|
| 144 | 1 | 0.0% |
|
| 155 | 1 | 0.0% |
|
| 156 | 1 | 0.0% |
|
| 169 | 1 | 0.0% |
|
arpu_amt
Numeric
| Distinct count | 50262 |
|---|---|
| Unique (%) | 6.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 157.89 |
|---|---|
| Minimum | -2024.3 |
| Maximum | 3980.3 |
| Zeros (%) | 1.3% |
Quantile statistics
| Minimum | -2024.3 |
|---|---|
| 5-th percentile | 30.9 |
| Q1 | 95.16 |
| Median | 137.02 |
| Q3 | 211.55 |
| 95-th percentile | 329.86 |
| Maximum | 3980.3 |
| Range | 6004.6 |
| Interquartile range | 116.39 |
Descriptive statistics
| Standard deviation | 97.453 |
|---|---|
| Coef of variation | 0.61724 |
| Kurtosis | 38.09 |
| Mean | 157.89 |
| MAD | 72.925 |
| Skewness | 2.3403 |
| Sum | 116180000 |
| Variance | 9497.1 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0.0 | 9232 | 1.3% |
|
| 15.0 | 326 | 0.0% |
|
| 0.94 | 134 | 0.0% |
|
| 1.02 | 125 | 0.0% |
|
| 0.92 | 113 | 0.0% |
|
| 1.0 | 99 | 0.0% |
|
| 30.0 | 95 | 0.0% |
|
| 0.99 | 84 | 0.0% |
|
| 1.39 | 82 | 0.0% |
|
| 1.52 | 81 | 0.0% |
|
| Other values (50252) | 725460 | 98.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -2024.32 | 1 | 0.0% |
|
| -1857.8 | 1 | 0.0% |
|
| -1471.84 | 1 | 0.0% |
|
| -1057.14 | 1 | 0.0% |
|
| -970.51 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3167.02 | 1 | 0.0% |
|
| 3354.68 | 1 | 0.0% |
|
| 3616.76 | 1 | 0.0% |
|
| 3843.4 | 1 | 0.0% |
|
| 3980.26 | 1 | 0.0% |
|
billed_acct_size
Numeric
| Distinct count | 18 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.1674 |
|---|---|
| Minimum | 0 |
| Maximum | 18 |
| Zeros (%) | 2.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.4825 |
|---|---|
| Coef of variation | 0.68399 |
| Kurtosis | 2.4547 |
| Mean | 2.1674 |
| MAD | 1.1408 |
| Skewness | 1.4228 |
| Sum | 1594826 |
| Variance | 2.1977 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 1 | 301599 | 41.0% |
|
| 2 | 191423 | 26.0% |
|
| 3 | 98508 | 13.4% |
|
| 4 | 67698 | 9.2% |
|
| 5 | 34413 | 4.7% |
|
| 0 | 16421 | 2.2% |
|
| 6 | 15365 | 2.1% |
|
| 7 | 6256 | 0.9% |
|
| 8 | 2382 | 0.3% |
|
| 9 | 988 | 0.1% |
|
| Other values (8) | 778 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 16421 | 2.2% |
|
| 1 | 301599 | 41.0% |
|
| 2 | 191423 | 26.0% |
|
| 3 | 98508 | 13.4% |
|
| 4 | 67698 | 9.2% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 13 | 14 | 0.0% |
|
| 14 | 5 | 0.0% |
|
| 15 | 1 | 0.0% |
|
| 16 | 2 | 0.0% |
|
| 18 | 1 | 0.0% |
|
birth_year
Numeric
| Distinct count | 93 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1974.9 |
|---|---|
| Minimum | 0 |
| Maximum | 2001 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1946 |
| Q1 | 1964 |
| Median | 1979 |
| Q3 | 1989 |
| 95-th percentile | 1996 |
| Maximum | 2001 |
| Range | 2001 |
| Interquartile range | 25 |
Descriptive statistics
| Standard deviation | 42.302 |
|---|---|
| Coef of variation | 0.02142 |
| Kurtosis | 1856.3 |
| Mean | 1974.9 |
| MAD | 14.4 |
| Skewness | -39.855 |
| Sum | 1453193909 |
| Variance | 1789.5 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 1990 | 22610 | 3.1% |
|
| 1989 | 22065 | 3.0% |
|
| 1991 | 21937 | 3.0% |
|
| 1992 | 21380 | 2.9% |
|
| 1988 | 20984 | 2.9% |
|
| 1993 | 20660 | 2.8% |
|
| 1987 | 20277 | 2.8% |
|
| 1986 | 19480 | 2.6% |
|
| 1994 | 19362 | 2.6% |
|
| 1985 | 19119 | 2.6% |
|
| Other values (83) | 527957 | 71.7% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 288 | 0.0% |
|
| 1910 | 19 | 0.0% |
|
| 1911 | 44 | 0.0% |
|
| 1912 | 8 | 0.0% |
|
| 1913 | 6 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1997 | 14687 | 2.0% |
|
| 1998 | 12862 | 1.7% |
|
| 1999 | 7592 | 1.0% |
|
| 2000 | 31 | 0.0% |
|
| 2001 | 1 | 0.0% |
|
cust_status_ind
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Mean | 0.69112 |
|---|
| 1 |
508551
|
|---|---|
| 0 |
227280
|
| Value | Count | Frequency (%) | |
| 1 | 508551 | 69.1% |
|
| 0 | 227280 | 30.9% |
|
data_overage_amt
Numeric
| Distinct count | 3189 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.1831 |
|---|---|
| Minimum | -0.04 |
| Maximum | 2115 |
| Zeros (%) | 82.9% |
Quantile statistics
| Minimum | -0.04 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 4.775 |
| Maximum | 2115 |
| Range | 2115 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 10.743 |
|---|---|
| Coef of variation | 9.0805 |
| Kurtosis | 6769.3 |
| Mean | 1.1831 |
| MAD | 2.0175 |
| Skewness | 60.202 |
| Sum | 870580 |
| Variance | 115.42 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0.0 | 610109 | 82.9% |
|
| 0.48 | 2482 | 0.3% |
|
| 0.71 | 2241 | 0.3% |
|
| 0.6 | 2200 | 0.3% |
|
| 0.62 | 2147 | 0.3% |
|
| 0.58 | 2085 | 0.3% |
|
| 0.75 | 2025 | 0.3% |
|
| 0.65 | 2002 | 0.3% |
|
| 1.5 | 2001 | 0.3% |
|
| 5.0 | 1999 | 0.3% |
|
| Other values (3179) | 106540 | 14.5% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -0.04 | 1 | 0.0% |
|
| -0.03 | 2 | 0.0% |
|
| 0.0 | 610109 | 82.9% |
|
| 0.01 | 361 | 0.0% |
|
| 0.02 | 192 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1386.94 | 1 | 0.0% |
|
| 1447.5 | 1 | 0.0% |
|
| 1515.0 | 1 | 0.0% |
|
| 1725.0 | 1 | 0.0% |
|
| 2115.0 | 1 | 0.0% |
|
data_ovrg_Yes_cnt
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.19522 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | 82.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.4564 |
|---|---|
| Coef of variation | 2.3379 |
| Kurtosis | 6.7281 |
| Mean | 0.19522 |
| MAD | 0.32331 |
| Skewness | 2.4712 |
| Sum | 143651 |
| Variance | 0.2083 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 609310 | 82.8% |
|
| 1 | 110917 | 15.1% |
|
| 2 | 14234 | 1.9% |
|
| 3 | 1234 | 0.2% |
|
| 4 | 119 | 0.0% |
|
| 5 | 14 | 0.0% |
|
| 6 | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 609310 | 82.8% |
|
| 1 | 110917 | 15.1% |
|
| 2 | 14234 | 1.9% |
|
| 3 | 1234 | 0.2% |
|
| 4 | 119 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2 | 14234 | 1.9% |
|
| 3 | 1234 | 0.2% |
|
| 4 | 119 | 0.0% |
|
| 5 | 14 | 0.0% |
|
| 6 | 3 | 0.0% |
|
eqp_rev_acrtn
Numeric
| Distinct count | 12123 |
|---|---|
| Unique (%) | 1.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -2.6415 |
|---|---|
| Minimum | -3472.5 |
| Maximum | 2156.8 |
| Zeros (%) | 25.3% |
Quantile statistics
| Minimum | -3472.5 |
|---|---|
| 5-th percentile | -12.44 |
| Q1 | -1.75 |
| Median | -0.02 |
| Q3 | 0 |
| 95-th percentile | 1.67 |
| Maximum | 2156.8 |
| Range | 5629.3 |
| Interquartile range | 1.75 |
Descriptive statistics
| Standard deviation | 18.867 |
|---|---|
| Coef of variation | -7.1425 |
| Kurtosis | 5309.5 |
| Mean | -2.6415 |
| MAD | 4.5563 |
| Skewness | -21.009 |
| Sum | -1943700 |
| Variance | 355.96 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0.0 | 186205 | 25.3% |
|
| -0.01 | 29063 | 3.9% |
|
| -0.02 | 6584 | 0.9% |
|
| -1.26 | 2808 | 0.4% |
|
| -0.63 | 2294 | 0.3% |
|
| -1.04 | 2282 | 0.3% |
|
| -0.03 | 2272 | 0.3% |
|
| -1.4 | 2160 | 0.3% |
|
| -0.04 | 2081 | 0.3% |
|
| -1.09 | 2074 | 0.3% |
|
| Other values (12113) | 498008 | 67.7% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -3472.48 | 1 | 0.0% |
|
| -2907.0 | 1 | 0.0% |
|
| -2462.99 | 1 | 0.0% |
|
| -2362.99 | 1 | 0.0% |
|
| -2018.98 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1818.84 | 1 | 0.0% |
|
| 1821.0 | 1 | 0.0% |
|
| 1872.25 | 1 | 0.0% |
|
| 1910.02 | 1 | 0.0% |
|
| 2156.84 | 1 | 0.0% |
|
frequency
Numeric
| Distinct count | 60 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 20.264 |
|---|---|
| Minimum | 1 |
| Maximum | 62 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 16 |
| Median | 23 |
| Q3 | 27 |
| 95-th percentile | 30 |
| Maximum | 62 |
| Range | 61 |
| Interquartile range | 11 |
Descriptive statistics
| Standard deviation | 8.7591 |
|---|---|
| Coef of variation | 0.43226 |
| Kurtosis | -0.37567 |
| Mean | 20.264 |
| MAD | 6.9862 |
| Skewness | -0.90594 |
| Sum | 14910574 |
| Variance | 76.721 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 21 | 54848 | 7.5% |
|
| 20 | 53304 | 7.2% |
|
| 22 | 46305 | 6.3% |
|
| 23 | 44918 | 6.1% |
|
| 25 | 44469 | 6.0% |
|
| 24 | 43958 | 6.0% |
|
| 26 | 43313 | 5.9% |
|
| 29 | 43077 | 5.9% |
|
| 27 | 41710 | 5.7% |
|
| 28 | 41004 | 5.6% |
|
| Other values (50) | 278925 | 37.9% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 11282 | 1.5% |
|
| 2 | 30460 | 4.1% |
|
| 3 | 15660 | 2.1% |
|
| 4 | 22610 | 3.1% |
|
| 5 | 12828 | 1.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 56 | 1 | 0.0% |
|
| 57 | 2 | 0.0% |
|
| 60 | 3 | 0.0% |
|
| 61 | 1 | 0.0% |
|
| 62 | 1 | 0.0% |
|
gl_late_fees_amt
Numeric
| Distinct count | 15396 |
|---|---|
| Unique (%) | 2.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 25.172 |
|---|---|
| Minimum | -316.5 |
| Maximum | 590.06 |
| Zeros (%) | 34.4% |
Quantile statistics
| Minimum | -316.5 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 10 |
| Q3 | 38.41 |
| 95-th percentile | 105 |
| Maximum | 590.06 |
| Range | 906.56 |
| Interquartile range | 38.41 |
Descriptive statistics
| Standard deviation | 34.976 |
|---|---|
| Coef of variation | 1.3895 |
| Kurtosis | 1.5819 |
| Mean | 25.172 |
| MAD | 27.492 |
| Skewness | 1.5413 |
| Sum | 18522000 |
| Variance | 1223.3 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0.0 | 252874 | 34.4% |
|
| 5.0 | 107046 | 14.5% |
|
| 10.0 | 56521 | 7.7% |
|
| 15.0 | 32470 | 4.4% |
|
| 20.0 | 23335 | 3.2% |
|
| 25.0 | 18360 | 2.5% |
|
| 30.0 | 14931 | 2.0% |
|
| 35.0 | 12903 | 1.8% |
|
| 40.0 | 11424 | 1.6% |
|
| 45.0 | 10405 | 1.4% |
|
| Other values (15386) | 195562 | 26.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -316.5 | 1 | 0.0% |
|
| -241.93 | 1 | 0.0% |
|
| -193.56 | 1 | 0.0% |
|
| -169.54 | 1 | 0.0% |
|
| -169.33 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 297.15 | 1 | 0.0% |
|
| 315.55 | 1 | 0.0% |
|
| 326.55 | 1 | 0.0% |
|
| 368.25 | 1 | 0.0% |
|
| 590.06 | 1 | 0.0% |
|
gl_nonrecur_rev_amt
Numeric
| Distinct count | 73737 |
|---|---|
| Unique (%) | 10.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 91.546 |
|---|---|
| Minimum | -2991.1 |
| Maximum | 7781.2 |
| Zeros (%) | 16.5% |
Quantile statistics
| Minimum | -2991.1 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| Median | 30 |
| Q3 | 113.18 |
| 95-th percentile | 396.2 |
| Maximum | 7781.2 |
| Range | 10772 |
| Interquartile range | 108.18 |
Descriptive statistics
| Standard deviation | 182.93 |
|---|---|
| Coef of variation | 1.9982 |
| Kurtosis | 78.47 |
| Mean | 91.546 |
| MAD | 105.88 |
| Skewness | 5.4964 |
| Sum | 67362000 |
| Variance | 33464 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0.0 | 121371 | 16.5% |
|
| 5.0 | 43877 | 6.0% |
|
| 10.0 | 22911 | 3.1% |
|
| 15.0 | 19266 | 2.6% |
|
| 20.0 | 11071 | 1.5% |
|
| 30.0 | 10827 | 1.5% |
|
| 25.0 | 9284 | 1.3% |
|
| 35.0 | 7491 | 1.0% |
|
| 1.99 | 7115 | 1.0% |
|
| 45.0 | 6971 | 0.9% |
|
| Other values (73727) | 475647 | 64.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -2991.08 | 1 | 0.0% |
|
| -2986.7 | 1 | 0.0% |
|
| -2384.39 | 1 | 0.0% |
|
| -2283.51 | 1 | 0.0% |
|
| -2227.27 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6571.35 | 1 | 0.0% |
|
| 6893.17 | 1 | 0.0% |
|
| 6911.15 | 1 | 0.0% |
|
| 7087.3 | 1 | 0.0% |
|
| 7781.21 | 1 | 0.0% |
|
gl_recur_rev_amt
Highly correlated
This variable is highly correlated with gl_tot_service_rev_amt and should be ignored for analysis
| Correlation | 0.99198 |
|---|
gl_tot_service_rev_amt
Highly correlated
This variable is highly correlated with monetary and should be ignored for analysis
| Correlation | 0.95604 |
|---|
handset_paychnl_cnt
Numeric
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.0173 |
|---|---|
| Minimum | 0 |
| Maximum | 19 |
| Zeros (%) | 55.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.4894 |
|---|---|
| Coef of variation | 1.4641 |
| Kurtosis | 3.3493 |
| Mean | 1.0173 |
| MAD | 1.1264 |
| Skewness | 1.7602 |
| Sum | 748552 |
| Variance | 2.2183 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 405184 | 55.1% |
|
| 1 | 129606 | 17.6% |
|
| 2 | 92156 | 12.5% |
|
| 3 | 48565 | 6.6% |
|
| 4 | 32266 | 4.4% |
|
| 5 | 16172 | 2.2% |
|
| 6 | 7157 | 1.0% |
|
| 7 | 2915 | 0.4% |
|
| 8 | 1054 | 0.1% |
|
| 9 | 470 | 0.1% |
|
| Other values (7) | 286 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 405184 | 55.1% |
|
| 1 | 129606 | 17.6% |
|
| 2 | 92156 | 12.5% |
|
| 3 | 48565 | 6.6% |
|
| 4 | 32266 | 4.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 12 | 18 | 0.0% |
|
| 13 | 10 | 0.0% |
|
| 14 | 3 | 0.0% |
|
| 16 | 1 | 0.0% |
|
| 19 | 1 | 0.0% |
|
index
Numeric
| Distinct count | 735831 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 379110 |
|---|---|
| Minimum | 0 |
| Maximum | 758195 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 37890 |
| Q1 | 189600 |
| Median | 379130 |
| Q3 | 568660 |
| 95-th percentile | 720270 |
| Maximum | 758195 |
| Range | 758195 |
| Interquartile range | 379060 |
Descriptive statistics
| Standard deviation | 218870 |
|---|---|
| Coef of variation | 0.57734 |
| Kurtosis | -1.2 |
| Mean | 379110 |
| MAD | 189550 |
| Skewness | -0.00021479 |
| Sum | 278959902375 |
| Variance | 47906000000 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 1 | 2047 | 0.3% |
|
| 1 | 753093 | 102.3% |
|
| 1 | 683495 | 92.9% |
|
| 1 | 681446 | 92.6% |
|
| 1 | 687589 | 93.4% |
|
| 1 | 685540 | 93.2% |
|
| 1 | 675299 | 91.8% |
|
| 1 | 673250 | 91.5% |
|
| 1 | 679393 | 92.3% |
|
| 1 | 677344 | 92.1% |
|
| Other values (735821) | 278953703879 | 37910023.3% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2047 | 0.3% |
|
| 1 | 753093 | 102.3% |
|
| 1 | 683495 | 92.9% |
|
| 1 | 681446 | 92.6% |
|
| 1 | 687589 | 93.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 217919 | 29.6% |
|
| 1 | 219966 | 29.9% |
|
| 1 | 213821 | 29.1% |
|
| 1 | 215868 | 29.3% |
|
| 1 | 0 | 0.0% |
|
monetary
Numeric
| Distinct count | 467233 |
|---|---|
| Unique (%) | 63.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3346.8 |
|---|---|
| Minimum | -3238.4 |
| Maximum | 9999.5 |
| Zeros (%) | 1.3% |
Quantile statistics
| Minimum | -3238.4 |
|---|---|
| 5-th percentile | 141.06 |
| Q1 | 1606.6 |
| Median | 3003.1 |
| Q3 | 4743.2 |
| 95-th percentile | 7932.9 |
| Maximum | 9999.5 |
| Range | 13238 |
| Interquartile range | 3136.6 |
Descriptive statistics
| Standard deviation | 2340.3 |
|---|---|
| Coef of variation | 0.69926 |
| Kurtosis | -0.1899 |
| Mean | 3346.8 |
| MAD | 1874.2 |
| Skewness | 0.64468 |
| Sum | 2462700000 |
| Variance | 5477100 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0.0 | 9228 | 1.3% |
|
| 15.0 | 309 | 0.0% |
|
| 1.85 | 103 | 0.0% |
|
| 30.0 | 100 | 0.0% |
|
| 2.78 | 84 | 0.0% |
|
| 1.82 | 77 | 0.0% |
|
| 1.98 | 76 | 0.0% |
|
| 2.07 | 60 | 0.0% |
|
| 2.01 | 60 | 0.0% |
|
| 1.91 | 56 | 0.0% |
|
| Other values (467223) | 725678 | 98.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -3238.4 | 1 | 0.0% |
|
| -3237.72 | 1 | 0.0% |
|
| -3013.25 | 1 | 0.0% |
|
| -2934.22 | 1 | 0.0% |
|
| -2740.79 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9999.19 | 1 | 0.0% |
|
| 9999.25 | 1 | 0.0% |
|
| 9999.32 | 1 | 0.0% |
|
| 9999.36 | 1 | 0.0% |
|
| 9999.54 | 1 | 0.0% |
|
pplan_access_acrtn
Numeric
| Distinct count | 2675 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9.1913 |
|---|---|
| Minimum | -120 |
| Maximum | 1893.3 |
| Zeros (%) | 34.3% |
Quantile statistics
| Minimum | -120 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 2.24 |
| Q3 | 7.86 |
| 95-th percentile | 35 |
| Maximum | 1893.3 |
| Range | 2013.3 |
| Interquartile range | 7.86 |
Descriptive statistics
| Standard deviation | 26.395 |
|---|---|
| Coef of variation | 2.8718 |
| Kurtosis | 225.12 |
| Mean | 9.1913 |
| MAD | 11.275 |
| Skewness | 10.125 |
| Sum | 6763200 |
| Variance | 696.72 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0.0 | 252157 | 34.3% |
|
| 2.5 | 10179 | 1.4% |
|
| 5.0 | 9095 | 1.2% |
|
| 2.41 | 7967 | 1.1% |
|
| 2.24 | 7434 | 1.0% |
|
| 2.32 | 7310 | 1.0% |
|
| 2.6 | 7054 | 1.0% |
|
| 1.67 | 7033 | 1.0% |
|
| 2.17 | 6467 | 0.9% |
|
| 10.0 | 6000 | 0.8% |
|
| Other values (2665) | 415135 | 56.4% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -120.0 | 1 | 0.0% |
|
| -23.33 | 1 | 0.0% |
|
| -21.67 | 1 | 0.0% |
|
| -18.0 | 1 | 0.0% |
|
| -15.71 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1300.0 | 1 | 0.0% |
|
| 1430.0 | 1 | 0.0% |
|
| 1575.0 | 1 | 0.0% |
|
| 1800.0 | 1 | 0.0% |
|
| 1893.33 | 1 | 0.0% |
|
recency
Numeric
| Distinct count | 31 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 202.33 |
|---|---|
| Minimum | 51 |
| Maximum | 962 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 51 |
|---|---|
| 5-th percentile | 51 |
| Q1 | 51 |
| Median | 51 |
| Q3 | 324 |
| 95-th percentile | 750 |
| Maximum | 962 |
| Range | 911 |
| Interquartile range | 273 |
Descriptive statistics
| Standard deviation | 253.72 |
|---|---|
| Coef of variation | 1.254 |
| Kurtosis | 0.40653 |
| Mean | 202.33 |
| MAD | 209.68 |
| Skewness | 1.3889 |
| Sum | 148881701 |
| Variance | 64375 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 51 | 496826 | 67.5% |
|
| 597 | 14640 | 2.0% |
|
| 628 | 14170 | 1.9% |
|
| 658 | 13349 | 1.8% |
|
| 566 | 11694 | 1.6% |
|
| 689 | 11203 | 1.5% |
|
| 719 | 10243 | 1.4% |
|
| 538 | 10208 | 1.4% |
|
| 750 | 9815 | 1.3% |
|
| 507 | 8625 | 1.2% |
|
| Other values (21) | 135058 | 18.4% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 51 | 496826 | 67.5% |
|
| 81 | 6833 | 0.9% |
|
| 112 | 6034 | 0.8% |
|
| 142 | 6310 | 0.9% |
|
| 173 | 6621 | 0.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 842 | 6556 | 0.9% |
|
| 872 | 5818 | 0.8% |
|
| 903 | 3586 | 0.5% |
|
| 931 | 2743 | 0.4% |
|
| 962 | 236 | 0.0% |
|
recurring_paychnl_cnt
Numeric
| Distinct count | 18 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.3216 |
|---|---|
| Minimum | 0 |
| Maximum | 19 |
| Zeros (%) | 41.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.595 |
|---|---|
| Coef of variation | 1.2069 |
| Kurtosis | 2.6133 |
| Mean | 1.3216 |
| MAD | 1.2486 |
| Skewness | 1.5122 |
| Sum | 972478 |
| Variance | 2.5441 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0 | 304777 | 41.4% |
|
| 1 | 175943 | 23.9% |
|
| 2 | 116010 | 15.8% |
|
| 3 | 59393 | 8.1% |
|
| 4 | 41367 | 5.6% |
|
| 5 | 21330 | 2.9% |
|
| 6 | 9988 | 1.4% |
|
| 7 | 4063 | 0.6% |
|
| 8 | 1657 | 0.2% |
|
| 9 | 720 | 0.1% |
|
| Other values (8) | 583 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 304777 | 41.4% |
|
| 1 | 175943 | 23.9% |
|
| 2 | 116010 | 15.8% |
|
| 3 | 59393 | 8.1% |
|
| 4 | 41367 | 5.6% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 13 | 9 | 0.0% |
|
| 14 | 3 | 0.0% |
|
| 15 | 1 | 0.0% |
|
| 17 | 1 | 0.0% |
|
| 19 | 2 | 0.0% |
|
tot_revenue_acrtn
Numeric
| Distinct count | 26333 |
|---|---|
| Unique (%) | 3.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -13.353 |
|---|---|
| Minimum | -3843.4 |
| Maximum | 3227 |
| Zeros (%) | 2.2% |
Quantile statistics
| Minimum | -3843.4 |
|---|---|
| 5-th percentile | -58.74 |
| Q1 | -12.46 |
| Median | -4.48 |
| Q3 | -1.18 |
| 95-th percentile | 1.86 |
| Maximum | 3227 |
| Range | 7070.4 |
| Interquartile range | 11.28 |
Descriptive statistics
| Standard deviation | 39.046 |
|---|---|
| Coef of variation | -2.9241 |
| Kurtosis | 622.65 |
| Mean | -13.353 |
| MAD | 16.417 |
| Skewness | -3.811 |
| Sum | -9825700 |
| Variance | 1524.6 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0.0 | 16268 | 2.2% |
|
| 0.01 | 4940 | 0.7% |
|
| 0.02 | 1470 | 0.2% |
|
| -1.57 | 1282 | 0.2% |
|
| -1.64 | 1197 | 0.2% |
|
| -1.45 | 1186 | 0.2% |
|
| -1.5 | 1183 | 0.2% |
|
| -1.38 | 1121 | 0.2% |
|
| -1.65 | 1107 | 0.2% |
|
| -1.32 | 1016 | 0.1% |
|
| Other values (26323) | 705061 | 95.8% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -3843.4 | 1 | 0.0% |
|
| -3165.34 | 1 | 0.0% |
|
| -2890.66 | 1 | 0.0% |
|
| -2617.37 | 1 | 0.0% |
|
| -2296.67 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2068.56 | 1 | 0.0% |
|
| 2116.24 | 1 | 0.0% |
|
| 2331.09 | 1 | 0.0% |
|
| 2621.98 | 1 | 0.0% |
|
| 3227.02 | 1 | 0.0% |
|
usage_rev_acrtn
Numeric
| Distinct count | 3874 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.38369 |
|---|---|
| Minimum | -1315.4 |
| Maximum | 2719.4 |
| Zeros (%) | 90.0% |
Quantile statistics
| Minimum | -1315.4 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.34 |
| Maximum | 2719.4 |
| Range | 4034.8 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 12.18 |
|---|---|
| Coef of variation | 31.744 |
| Kurtosis | 11184 |
| Mean | 0.38369 |
| MAD | 0.83164 |
| Skewness | 79.753 |
| Sum | 282330 |
| Variance | 148.34 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0.0 | 662526 | 90.0% |
|
| 0.09 | 2354 | 0.3% |
|
| 0.07 | 2325 | 0.3% |
|
| 0.08 | 1919 | 0.3% |
|
| 0.1 | 1433 | 0.2% |
|
| 0.5 | 1168 | 0.2% |
|
| 0.48 | 1043 | 0.1% |
|
| 0.01 | 899 | 0.1% |
|
| 0.4 | 802 | 0.1% |
|
| 0.33 | 802 | 0.1% |
|
| Other values (3864) | 60560 | 8.2% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -1315.37 | 1 | 0.0% |
|
| -1040.2 | 1 | 0.0% |
|
| -377.09 | 1 | 0.0% |
|
| -345.0 | 1 | 0.0% |
|
| -277.5 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1728.32 | 1 | 0.0% |
|
| 2031.54 | 1 | 0.0% |
|
| 2115.0 | 1 | 0.0% |
|
| 2130.18 | 1 | 0.0% |
|
| 2719.42 | 1 | 0.0% |
|
voice_overage_amt
Numeric
| Distinct count | 3432 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.37214 |
|---|---|
| Minimum | 0 |
| Maximum | 1376.9 |
| Zeros (%) | 91.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.48 |
| Maximum | 1376.9 |
| Range | 1376.9 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 7.1045 |
|---|---|
| Coef of variation | 19.091 |
| Kurtosis | 9373.4 |
| Mean | 0.37214 |
| MAD | 0.69345 |
| Skewness | 80.308 |
| Sum | 273830 |
| Variance | 50.473 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 0.0 | 672735 | 91.4% |
|
| 0.07 | 1944 | 0.3% |
|
| 0.06 | 1763 | 0.2% |
|
| 0.09 | 1415 | 0.2% |
|
| 0.12 | 1240 | 0.2% |
|
| 0.14 | 1083 | 0.1% |
|
| 0.08 | 1028 | 0.1% |
|
| 0.13 | 817 | 0.1% |
|
| 0.16 | 751 | 0.1% |
|
| 0.1 | 716 | 0.1% |
|
| Other values (3422) | 52339 | 7.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.0 | 672735 | 91.4% |
|
| 0.01 | 40 | 0.0% |
|
| 0.02 | 46 | 0.0% |
|
| 0.03 | 316 | 0.0% |
|
| 0.04 | 695 | 0.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1079.37 | 1 | 0.0% |
|
| 1100.32 | 1 | 0.0% |
|
| 1110.7 | 1 | 0.0% |
|
| 1149.16 | 1 | 0.0% |
|
| 1376.9 | 1 | 0.0% |
|
zip5_cd
Numeric
| Distinct count | 6513 |
|---|---|
| Unique (%) | 0.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 70121 |
|---|---|
| Minimum | 907 |
| Maximum | 99999 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 907 |
|---|---|
| 5-th percentile | 10950 |
| Q1 | 75117 |
| Median | 79766 |
| Q3 | 92841 |
| 95-th percentile | 95608 |
| Maximum | 99999 |
| Range | 99092 |
| Interquartile range | 17724 |
Descriptive statistics
| Standard deviation | 32310 |
|---|---|
| Coef of variation | 0.46078 |
| Kurtosis | -0.48877 |
| Mean | 70121 |
| MAD | 26505 |
| Skewness | -1.1407 |
| Sum | 51597074521 |
| Variance | 1044000000 |
| Memory size | 5.6 MiB |
| Value | Count | Frequency (%) | |
| 79936 | 1251 | 0.2% |
|
| 77494 | 1194 | 0.2% |
|
| 79938 | 1189 | 0.2% |
|
| 92345 | 1071 | 0.1% |
|
| 79912 | 1049 | 0.1% |
|
| 92336 | 1000 | 0.1% |
|
| 95076 | 992 | 0.1% |
|
| 77573 | 927 | 0.1% |
|
| 77449 | 918 | 0.1% |
|
| 77433 | 901 | 0.1% |
|
| Other values (6503) | 725339 | 98.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 907 | 1 | 0.0% |
|
| 1930 | 1 | 0.0% |
|
| 6390 | 2 | 0.0% |
|
| 7002 | 1 | 0.0% |
|
| 7017 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 98498 | 1 | 0.0% |
|
| 98832 | 1 | 0.0% |
|
| 98840 | 1 | 0.0% |
|
| 99505 | 1 | 0.0% |
|
| 99999 | 1 | 0.0% |
|
| cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | VoiceTextData_pplangrp_cnt | VoiceData_revtype_cnt | active_loan_cnt | birth_year | zip5_cd | Loand_equip_cnt | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | gl_late_fees_amt | gl_tot_service_rev_amt | gl_recur_rev_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 51 | 25 | 8012.49 | 5 | 0 | 5 | 5 | 5 | 15 | 1966 | 12309 | 3 | 0 | 5 | 3 | 5 | 0 | 0 | 0 | 3 | 5 | 0 | 0 | 1 | 0 | 0 | 2 | 0 | 0 | 1 | 5 | 0 | 2 | 0 | 0 | 0 | 0 | 2 | 0 | 320.50 | 5.00 | 3934.73 | 3723.20 | 211.53 | 0.0 | -7.20 | 6.04 | -10.14 | 0.00 | 0.0 | 0.0 |
| 1 | 1 | 51 | 21 | 5977.00 | 0 | 0 | 3 | 3 | 3 | 9 | 1993 | 76104 | 3 | 0 | 3 | 3 | 3 | 0 | 0 | 0 | 3 | 2 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 3 | 0 | 0 | 3 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 284.62 | 96.97 | 3166.38 | 2882.41 | 283.97 | 0.0 | -12.15 | 0.00 | -4.30 | 0.00 | 0.0 | 0.0 |
| 2 | 1 | 51 | 22 | 5842.94 | 0 | 0 | 4 | 4 | 4 | 16 | 1971 | 12601 | 4 | 0 | 4 | 0 | 4 | 0 | 0 | 0 | 4 | 4 | 4 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 4 | 0 | 4 | 0 | 4 | 0 | 0 | 0 | 265.59 | 5.40 | 3051.38 | 3042.00 | 9.38 | 0.0 | -12.80 | 0.00 | -1.02 | 0.00 | 0.0 | 0.0 |
| 3 | 1 | 51 | 21 | 6018.78 | 0 | 0 | 2 | 2 | 2 | 4 | 1984 | 95337 | 2 | 2 | 0 | 2 | 0 | 2 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 286.61 | 0.00 | 3570.00 | 3570.00 | 0.00 | 0.0 | -3.36 | 0.00 | -0.61 | 0.00 | 0.0 | 0.0 |
| 4 | 1 | 51 | 26 | 7135.08 | 4 | 0 | 4 | 4 | 4 | 12 | 1960 | 14883 | 4 | 0 | 4 | 3 | 4 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 274.43 | 15.00 | 4102.56 | 4000.00 | 102.56 | 0.0 | 2.40 | -1.92 | -0.34 | 0.15 | 0.0 | 0.0 |
f, ax = plt.subplots(figsize=(20, 12))
corr = df.corr()
hm = sns.heatmap(round(corr,2), annot=True, ax=ax, cmap="coolwarm",fmt='.2f',
linewidths=.05)
f.subplots_adjust(top=0.93)
t= f.suptitle('Correlations between Features\n', fontsize=10)
corr_matrix = df.corr().abs()
#the matrix is symmetric so we need to extract upper triangle matrix without diagonal (k = 1)
sol = (corr_matrix.where(np.triu(np.ones(corr_matrix.shape), k=1).astype(np.bool))
.stack()
.sort_values(ascending=False))
#first element of sol series is the pair with the bigest correlation
sol
gl_tot_service_rev_amt gl_recur_rev_amt 0.991984
monetary gl_tot_service_rev_amt 0.956043
billed_acct_size VoiceTextData_pplangrp_cnt 0.948930
monetary gl_recur_rev_amt 0.948818
VoiceTextData_pplangrp_cnt VoiceData_revtype_cnt 0.926589
billed_acct_size VoiceData_revtype_cnt 0.925498
Loand_equip_cnt Edge_contract_cnt 0.918416
recency frequency 0.914661
SingleLine_plan_cnt VoiceOnly_pplangrp_cnt 0.884635
cust_status_ind recency 0.879735
active_loan_cnt Edge_contract_cnt 0.878532
Loand_equip_cnt 0.874786
billed_acct_size active_loan_cnt 0.850371
VoiceTextData_pplangrp_cnt active_loan_cnt 0.833709
VoiceData_revtype_cnt active_loan_cnt 0.831770
cust_status_ind frequency 0.826603
VoiceData_revtype_cnt Loand_equip_cnt 0.783133
VoiceTextData_pplangrp_cnt Loand_equip_cnt 0.779297
billed_acct_size Loand_equip_cnt 0.768819
Edge_contract_cnt 0.761489
VoiceData_revtype_cnt Edge_contract_cnt 0.761278
VoiceTextData_pplangrp_cnt Edge_contract_cnt 0.746970
monetary arpu_amt 0.745987
billed_acct_size arpu_amt 0.733814
Edge_contract_cnt arpu_amt 0.732657
VoiceData_revtype_cnt arpu_amt 0.726980
Loand_equip_cnt arpu_amt 0.726792
VoiceTextData_pplangrp_cnt arpu_amt 0.721092
VoiceData_revtype_cnt MTM_contract_cnt 0.709279
tot_revenue_acrtn eqp_rev_acrtn 0.708468
...
Purch_equip_cnt voice_overage_amt 0.001793
SingleLine_plan_cnt usage_rev_acrtn 0.001793
data_ovrg_Yes_cnt FamTeens_cnt 0.001732
VoiceOnly_pplangrp_cnt voice_overage_amt 0.001714
BeyondUnlmtd_plan_cnt usage_rev_acrtn 0.001648
ATT_port_cnt voice_overage_amt 0.001633
DataOnly_Revtype_cnt usage_rev_acrtn 0.001525
VoiceOnly_pplangrp_cnt usage_rev_acrtn 0.001474
Hispanic_ethnicity_cnt usage_rev_acrtn 0.001474
zip5_cd usage_rev_acrtn 0.001443
TX_state_cd usage_rev_acrtn 0.001388
DataOnly_Revtype_cnt voice_overage_amt 0.001367
frequency T_Mobile_port_cnt 0.001243
MatureAdults_cnt access_rev_acrtn 0.001203
Edge_contract_cnt BasicDev_cnt 0.001193
MTM_contract_cnt usage_rev_acrtn 0.001051
Sprint_port_cnt eqp_rev_acrtn 0.000977
VoiceOnly_pplangrp_cnt LocalRetailer_chnl_cnt 0.000932
birth_year pplan_access_acrtn 0.000877
Sprint_port_cnt voice_overage_amt 0.000840
FamTeens_cnt voice_overage_amt 0.000781
SingleLine_plan_cnt voice_overage_amt 0.000734
birth_year CA_state_cd 0.000668
handset_paychnl_cnt eqp_rev_acrtn 0.000628
DataOnly_Revtype_cnt BasicDev_cnt 0.000568
birth_year LocalRetailer_chnl_cnt 0.000383
TwoYear_contract_cnt access_rev_acrtn 0.000367
birth_year usage_rev_acrtn 0.000303
gl_late_fees_amt data_overage_amt 0.000235
TwoYear_contract_cnt tot_revenue_acrtn 0.000228
Length: 1326, dtype: float64
gl_tot_service_rev_amt gl_recur_rev_amt 0.991984
monetary gl_tot_service_rev_amt 0.956043
billed_acct_size VoiceTextData_pplangrp_cnt 0.948930
monetary gl_recur_rev_amt 0.948818
VoiceTextData_pplangrp_cnt VoiceData_revtype_cnt 0.926589
billed_acct_size VoiceData_revtype_cnt 0.925498
Loand_equip_cnt Edge_contract_cnt 0.918416
gl_tot_service_rev_amt
VoiceTextData_pplangrp_cnt
gl_recur_rev_amt
VoiceData_revtype_cnt
Loand_equip_cnt
df = df.drop(['gl_tot_service_rev_amt',
'VoiceTextData_pplangrp_cnt',
'gl_recur_rev_amt',
'VoiceData_revtype_cnt',
'Loand_equip_cnt'], axis =1)
df.head()
| cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | active_loan_cnt | birth_year | zip5_cd | ... | arpu_amt | gl_late_fees_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 51 | 25 | 8012.49 | 5 | 0 | 5 | 15 | 1966 | 12309 | ... | 320.50 | 5.00 | 211.53 | 0.0 | -7.20 | 6.04 | -10.14 | 0.00 | 0.0 | 0.0 |
| 1 | 1 | 51 | 21 | 5977.00 | 0 | 0 | 3 | 9 | 1993 | 76104 | ... | 284.62 | 96.97 | 283.97 | 0.0 | -12.15 | 0.00 | -4.30 | 0.00 | 0.0 | 0.0 |
| 2 | 1 | 51 | 22 | 5842.94 | 0 | 0 | 4 | 16 | 1971 | 12601 | ... | 265.59 | 5.40 | 9.38 | 0.0 | -12.80 | 0.00 | -1.02 | 0.00 | 0.0 | 0.0 |
| 3 | 1 | 51 | 21 | 6018.78 | 0 | 0 | 2 | 4 | 1984 | 95337 | ... | 286.61 | 0.00 | 0.00 | 0.0 | -3.36 | 0.00 | -0.61 | 0.00 | 0.0 | 0.0 |
| 4 | 1 | 51 | 26 | 7135.08 | 4 | 0 | 4 | 12 | 1960 | 14883 | ... | 274.43 | 15.00 | 102.56 | 0.0 | 2.40 | -1.92 | -0.34 | 0.15 | 0.0 | 0.0 |
5 rows × 47 columns
df.zip5_cd.head()
0 12309 1 76104 2 12601 3 95337 4 14883 Name: zip5_cd, dtype: int64
df = df.drop('zip5_cd', axis = 1)
X3 = df.iloc[: , :].values
X3
array([[ 1., 51., 25., ..., 0., 0., 0.],
[ 1., 51., 21., ..., 0., 0., 0.],
[ 1., 51., 22., ..., 0., 0., 0.],
...,
[ 1., 51., 30., ..., 0., 0., 0.],
[ 1., 51., 22., ..., 0., 0., 0.],
[ 1., 51., 24., ..., 0., 0., 0.]])
# k means determine k
from sklearn.cluster import KMeans
from sklearn import metrics
from scipy.spatial.distance import cdist
distortions = []
K = range(1,10)
for k in K:
kmeanModel = KMeans(n_clusters=k).fit(X3)
kmeanModel.fit(X3)
distortions.append(sum(np.min(cdist(X3, kmeanModel.cluster_centers_, 'euclidean'), axis=1)) / X3.shape[0])
# Plot the elbow
plt.plot(K, distortions, 'bx-')
plt.xlabel('k')
plt.ylabel('Distortion')
plt.title('The Elbow Method showing the optimal k')
plt.show()
The Elbow appears somewhere between 3 and 4. We shall choose 4 clusters to improve granularity and better segmentation.
from sklearn.cluster import KMeans
kmeans = KMeans(n_clusters=4, init='k-means++', random_state=0)
clusters = kmeans.fit_predict(X3)
df['Customer_Cluster'] = clusters
df['Customer_Cluster'].value_counts()
0 287071 2 196863 3 160725 1 91172 Name: Customer_Cluster, dtype: int64
sns.countplot('Customer_Cluster',data=df)
<matplotlib.axes._subplots.AxesSubplot at 0x1dc0268b320>
fig = plt.figure(figsize=(8,6))
dx = fig.add_subplot(111, projection='3d')
colors = ['silver','midnightblue', 'maroon', 'gold']
for i in range(0,4):
dx.scatter(df[df.Customer_Cluster == i].recency,
df[df.Customer_Cluster == i].frequency,
df[df.Customer_Cluster == i].monetary,
c = colors[i],
label = 'Cluster ' + str(i+1),
s=50)
dx.set_title('Clusters of clients')
dx.set_xlabel('Recency')
dx.set_ylabel('Frequency')
dx.set_zlabel('Monetary')
dx.legend()
<matplotlib.legend.Legend at 0x1dc024cd780>
It is difficult to visualize the clusters in 3 dimensions using just Recency, Frequency and Monetary values. Let us look at the Attributes of customers falling into each of these clusters:
import plotly.graph_objs as go
import plotly as py
warnings.filterwarnings("ignore")
style.use('classic')
py.offline.init_notebook_mode(connected = True)
df = df.sample(frac=0.1, random_state=1)
trace1 = go.Scatter3d(
x= df['recency'],
y= df['frequency'],
z= df['monetary'],
mode='markers',
marker=dict(
color = df['Customer_Cluster'],
size= 20,
line=dict(
color= df['Customer_Cluster'],
width= 12
),
opacity=0.8
)
)
data = [trace1]
layout = go.Layout(
# margin=dict(
# l=0,
# r=0,
# b=0,
# t=0
# )
title= 'Customer_Cluster',
scene = dict(
xaxis = dict(title = 'Recency'),
yaxis = dict(title = 'Frequency'),
zaxis = dict(title = 'Monetary Value')
)
)
fig = go.Figure(data=data, layout=layout)
py.offline.iplot(fig)
pd.set_option('display.max_columns', 500)
df[df['Customer_Cluster']== 0].head(10)
| cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | active_loan_cnt | birth_year | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | gl_late_fees_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | Customer_Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 56841 | 1 | 51 | 27 | 2164.37 | 1 | 0 | 1 | 1 | 1952 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 80.16 | 5.0 | 6.99 | 1.30 | -1.61 | -0.29 | 0.00 | 0.00 | 0.00 | 0.00 | 0 |
| 237065 | 1 | 51 | 27 | 1828.20 | 2 | 0 | 1 | 2 | 1932 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 67.71 | 0.0 | 0.00 | 1.48 | -3.27 | 0.00 | -0.78 | 0.00 | 0.00 | 0.00 | 0 |
| 62699 | 1 | 51 | 24 | 2805.00 | 1 | 1 | 1 | 1 | 1991 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 116.88 | 5.0 | -46.28 | 1.67 | -0.10 | -1.04 | 2.00 | 0.00 | 1.25 | 0.00 | 0 |
| 486254 | 1 | 51 | 29 | 3088.69 | 1 | 0 | 1 | 1 | 1962 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 106.51 | 70.0 | 370.00 | 0.00 | 0.76 | -1.21 | -0.10 | 0.00 | 10.34 | 0.00 | 0 |
| 104869 | 1 | 51 | 20 | 3415.30 | 4 | 0 | 4 | 4 | 1983 | 0 | 0 | 4 | 4 | 0 | 0 | 1 | 1 | 4 | 0 | 0 | 0 | 0 | 4 | 2 | 0 | 0 | 0 | 4 | 0 | 3 | 4 | 0 | 0 | 0 | 0 | 0 | 170.76 | 0.0 | 62.40 | 14.00 | -1.30 | 1.14 | 8.20 | 0.75 | 1.50 | 0.81 | 0 |
| 586227 | 0 | 201 | 21 | 1861.50 | 3 | 0 | 3 | 0 | 1973 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 3 | 0 | 1 | 2 | 0 | 0 | 3 | 1 | 0 | 88.64 | 15.0 | 15.00 | 5.00 | -9.95 | -1.57 | 0.00 | 0.00 | 0.00 | 0.00 | 0 |
| 43505 | 0 | 477 | 13 | 2863.65 | 0 | 2 | 2 | 4 | 1976 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 2 | 2 | 0 | 2 | 0 | 2 | 2 | 0 | 0 | 220.28 | 0.0 | 0.00 | 16.92 | -5.58 | 0.00 | -0.02 | 0.00 | 0.00 | 0.00 | 0 |
| 427692 | 1 | 51 | 28 | 2792.51 | 0 | 1 | 1 | 1 | 1987 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 99.73 | 0.0 | -248.63 | 2.32 | 1.20 | 0.00 | 0.83 | 0.00 | 0.00 | 0.00 | 0 |
| 561895 | 1 | 51 | 22 | 2789.65 | 0 | 0 | 1 | 1 | 1973 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 126.80 | 20.0 | 64.75 | 0.00 | 2.04 | 0.00 | 2.75 | 0.00 | 0.00 | 2.03 | 0 |
| 526904 | 1 | 51 | 22 | 3572.31 | 0 | 0 | 2 | 2 | 1981 | 2 | 1 | 2 | 2 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 2 | 0 | 0 | 2 | 0 | 0 | 162.38 | 0.0 | 1.99 | 0.00 | -6.95 | 0.00 | 0.85 | 0.00 | 0.00 | 0.00 | 0 |
df.head()
| cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | active_loan_cnt | birth_year | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | gl_late_fees_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | Customer_Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 56841 | 1 | 51 | 27 | 2164.37 | 1 | 0 | 1 | 1 | 1952 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 80.16 | 5.0 | 6.99 | 1.30 | -1.61 | -0.29 | 0.00 | 0.0 | 0.00 | 0.0 | 0 |
| 13719 | 1 | 51 | 28 | 6943.23 | 0 | 4 | 4 | 8 | 1975 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 2 | 4 | 0 | 0 | 0 | 0 | 0 | 247.97 | 35.0 | 35.00 | 15.71 | -0.92 | 0.00 | 1.49 | 0.0 | 0.00 | 0.0 | 1 |
| 237065 | 1 | 51 | 27 | 1828.20 | 2 | 0 | 1 | 2 | 1932 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 67.71 | 0.0 | 0.00 | 1.48 | -3.27 | 0.00 | -0.78 | 0.0 | 0.00 | 0.0 | 0 |
| 62699 | 1 | 51 | 24 | 2805.00 | 1 | 1 | 1 | 1 | 1991 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 116.88 | 5.0 | -46.28 | 1.67 | -0.10 | -1.04 | 2.00 | 0.0 | 1.25 | 0.0 | 0 |
| 283582 | 1 | 51 | 21 | 4451.09 | 0 | 0 | 5 | 15 | 1984 | 4 | 2 | 3 | 5 | 0 | 0 | 0 | 3 | 4 | 0 | 2 | 0 | 5 | 0 | 0 | 0 | 2 | 0 | 4 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 211.96 | 0.0 | 0.00 | 0.71 | -15.14 | 9.29 | -1.10 | 0.0 | 0.00 | 0.0 | 3 |
import pandas_profiling
profile1 = pandas_profiling.ProfileReport(df[df['Customer_Cluster']== 0])
profile1
Dataset info
| Number of variables | 48 |
|---|---|
| Number of observations | 28578 |
| Total Missing (%) | 0.0% |
| Total size in memory | 10.4 MiB |
| Average record size in memory | 380.0 B |
Variables types
| Numeric | 46 |
|---|---|
| Categorical | 0 |
| Boolean | 1 |
| Date | 0 |
| Text (Unique) | 0 |
| Rejected | 1 |
| Unsupported | 0 |
Warnings
ATT_port_cnt has 22749 / 79.6% zeros ZerosAndroidDev_cnt has 16432 / 57.5% zeros ZerosBasicDev_cnt has 27573 / 96.5% zeros ZerosBeyondUnlmtd_plan_cnt has 24570 / 86.0% zeros ZerosCA_state_cd has 14475 / 50.7% zeros ZerosCommunicStore_chnl_cnt has 15479 / 54.2% zeros ZerosCustomer_Cluster has constant value 0 RejectedDataOnly_Revtype_cnt has 22159 / 77.5% zeros ZerosEdge_contract_cnt has 3968 / 13.9% zeros ZerosFamTeens_cnt has 20453 / 71.6% zeros ZerosGoUnlimit_plan_cnt has 19350 / 67.7% zeros ZerosHispanic_ethnicity_cnt has 21638 / 75.7% zeros ZerosIphoneDev_cnt has 9187 / 32.1% zeros ZerosLocalRetailer_chnl_cnt has 23338 / 81.7% zeros ZerosMTM_contract_cnt has 5995 / 21.0% zeros ZerosMatureAdults_cnt has 22102 / 77.3% zeros ZerosNewVZPlan_plan_cnt has 12861 / 45.0% zeros ZerosPurch_equip_cnt has 18671 / 65.3% zeros ZerosSingleLine_plan_cnt has 27890 / 97.6% zeros ZerosSngleCpleKids_cnt has 17451 / 61.1% zeros ZerosSprint_port_cnt has 25265 / 88.4% zeros ZerosTX_state_cd has 21108 / 73.9% zeros ZerosT_Mobile_port_cnt has 24967 / 87.4% zeros ZerosTwoYear_contract_cnt has 23285 / 81.5% zeros ZerosVerizonUNL_plan_cnt has 19750 / 69.1% zeros ZerosVoiceOnly_pplangrp_cnt has 27944 / 97.8% zeros ZerosWearablDev_cnt has 26701 / 93.4% zeros Zerosaccess_rev_acrtn has 13125 / 45.9% zeros Zerosactive_loan_cnt has 3877 / 13.6% zeros Zerosbirth_year is highly skewed (γ1 = -40.511) Skeweddata_overage_amt is highly skewed (γ1 = 29.96) Skeweddata_overage_amt has 22352 / 78.2% zeros Zerosdata_ovrg_Yes_cnt has 22322 / 78.1% zeros Zeroseqp_rev_acrtn has 6647 / 23.3% zeros Zerosgl_late_fees_amt has 9879 / 34.6% zeros Zerosgl_nonrecur_rev_amt has 4400 / 15.4% zeros Zeroshandset_paychnl_cnt has 14720 / 51.5% zeros Zerospplan_access_acrtn has 10678 / 37.4% zeros Zerosrecurring_paychnl_cnt has 9135 / 32.0% zeros Zerosusage_rev_acrtn is highly skewed (γ1 = 106.45) Skewedusage_rev_acrtn has 26088 / 91.3% zeros Zerosvoice_overage_amt is highly skewed (γ1 = 66.2) Skewedvoice_overage_amt has 26208 / 91.7% zeros ZerosATT_port_cnt
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.26359 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros (%) | 79.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.58797 |
|---|---|
| Coef of variation | 2.2306 |
| Kurtosis | 9.8 |
| Mean | 0.26359 |
| MAD | 0.41966 |
| Skewness | 2.7366 |
| Sum | 7533 |
| Variance | 0.34571 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 22749 | 79.6% |
|
| 1 | 4464 | 15.6% |
|
| 2 | 1123 | 3.9% |
|
| 3 | 166 | 0.6% |
|
| 4 | 59 | 0.2% |
|
| 5 | 14 | 0.0% |
|
| 6 | 2 | 0.0% |
|
| 7 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 22749 | 79.6% |
|
| 1 | 4464 | 15.6% |
|
| 2 | 1123 | 3.9% |
|
| 3 | 166 | 0.6% |
|
| 4 | 59 | 0.2% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3 | 166 | 0.6% |
|
| 4 | 59 | 0.2% |
|
| 5 | 14 | 0.0% |
|
| 6 | 2 | 0.0% |
|
| 7 | 1 | 0.0% |
|
AndroidDev_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.55021 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 57.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.75766 |
|---|---|
| Coef of variation | 1.377 |
| Kurtosis | 5.6502 |
| Mean | 0.55021 |
| MAD | 0.63273 |
| Skewness | 1.7372 |
| Sum | 15724 |
| Variance | 0.57404 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 16432 | 57.5% |
|
| 1 | 9328 | 32.6% |
|
| 2 | 2281 | 8.0% |
|
| 3 | 372 | 1.3% |
|
| 4 | 129 | 0.5% |
|
| 5 | 25 | 0.1% |
|
| 6 | 7 | 0.0% |
|
| 11 | 1 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 8 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 16432 | 57.5% |
|
| 1 | 9328 | 32.6% |
|
| 2 | 2281 | 8.0% |
|
| 3 | 372 | 1.3% |
|
| 4 | 129 | 0.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 7 | 0.0% |
|
| 7 | 1 | 0.0% |
|
| 8 | 1 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 11 | 1 | 0.0% |
|
BasicDev_cnt
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.041745 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros (%) | 96.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.23463 |
|---|---|
| Coef of variation | 5.6205 |
| Kurtosis | 56.223 |
| Mean | 0.041745 |
| MAD | 0.080555 |
| Skewness | 6.7243 |
| Sum | 1193 |
| Variance | 0.055051 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 27573 | 96.5% |
|
| 1 | 839 | 2.9% |
|
| 2 | 148 | 0.5% |
|
| 3 | 15 | 0.1% |
|
| 4 | 2 | 0.0% |
|
| 5 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 27573 | 96.5% |
|
| 1 | 839 | 2.9% |
|
| 2 | 148 | 0.5% |
|
| 3 | 15 | 0.1% |
|
| 4 | 2 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 839 | 2.9% |
|
| 2 | 148 | 0.5% |
|
| 3 | 15 | 0.1% |
|
| 4 | 2 | 0.0% |
|
| 5 | 1 | 0.0% |
|
BeyondUnlmtd_plan_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.23095 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 86.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.68425 |
|---|---|
| Coef of variation | 2.9628 |
| Kurtosis | 22.628 |
| Mean | 0.23095 |
| MAD | 0.39711 |
| Skewness | 4.0998 |
| Sum | 6600 |
| Variance | 0.4682 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 24570 | 86.0% |
|
| 1 | 2346 | 8.2% |
|
| 2 | 1106 | 3.9% |
|
| 3 | 335 | 1.2% |
|
| 4 | 131 | 0.5% |
|
| 5 | 54 | 0.2% |
|
| 6 | 18 | 0.1% |
|
| 7 | 12 | 0.0% |
|
| 8 | 4 | 0.0% |
|
| 10 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 24570 | 86.0% |
|
| 1 | 2346 | 8.2% |
|
| 2 | 1106 | 3.9% |
|
| 3 | 335 | 1.2% |
|
| 4 | 131 | 0.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 18 | 0.1% |
|
| 7 | 12 | 0.0% |
|
| 8 | 4 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
CA_state_cd
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.84369 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros (%) | 50.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.1184 |
|---|---|
| Coef of variation | 1.3256 |
| Kurtosis | 5.4008 |
| Mean | 0.84369 |
| MAD | 0.85467 |
| Skewness | 1.8389 |
| Sum | 24111 |
| Variance | 1.2508 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 14475 | 50.7% |
|
| 1 | 7666 | 26.8% |
|
| 2 | 4254 | 14.9% |
|
| 3 | 1375 | 4.8% |
|
| 4 | 474 | 1.7% |
|
| 5 | 198 | 0.7% |
|
| 6 | 73 | 0.3% |
|
| 7 | 38 | 0.1% |
|
| 8 | 13 | 0.0% |
|
| 9 | 6 | 0.0% |
|
| Other values (3) | 6 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14475 | 50.7% |
|
| 1 | 7666 | 26.8% |
|
| 2 | 4254 | 14.9% |
|
| 3 | 1375 | 4.8% |
|
| 4 | 474 | 1.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 13 | 0.0% |
|
| 9 | 6 | 0.0% |
|
| 10 | 3 | 0.0% |
|
| 11 | 2 | 0.0% |
|
| 12 | 1 | 0.0% |
|
CommunicStore_chnl_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.70806 |
|---|---|
| Minimum | 0 |
| Maximum | 16 |
| Zeros (%) | 54.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.98221 |
|---|---|
| Coef of variation | 1.3872 |
| Kurtosis | 7.845 |
| Mean | 0.70806 |
| MAD | 0.76703 |
| Skewness | 2.0234 |
| Sum | 20235 |
| Variance | 0.96474 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 15479 | 54.2% |
|
| 1 | 8231 | 28.8% |
|
| 2 | 3416 | 12.0% |
|
| 3 | 958 | 3.4% |
|
| 4 | 317 | 1.1% |
|
| 5 | 98 | 0.3% |
|
| 6 | 44 | 0.2% |
|
| 7 | 20 | 0.1% |
|
| 8 | 8 | 0.0% |
|
| 9 | 5 | 0.0% |
|
| Other values (2) | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 15479 | 54.2% |
|
| 1 | 8231 | 28.8% |
|
| 2 | 3416 | 12.0% |
|
| 3 | 958 | 3.4% |
|
| 4 | 317 | 1.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 20 | 0.1% |
|
| 8 | 8 | 0.0% |
|
| 9 | 5 | 0.0% |
|
| 11 | 1 | 0.0% |
|
| 16 | 1 | 0.0% |
|
Customer_Cluster
Constant
This variable is constant and should be ignored for analysis
| Constant value | 0 |
|---|
DataOnly_Revtype_cnt
Numeric
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2721 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 77.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.56937 |
|---|---|
| Coef of variation | 2.0925 |
| Kurtosis | 13.043 |
| Mean | 0.2721 |
| MAD | 0.42196 |
| Skewness | 2.7696 |
| Sum | 7776 |
| Variance | 0.32418 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 22159 | 77.5% |
|
| 1 | 5361 | 18.8% |
|
| 2 | 849 | 3.0% |
|
| 3 | 151 | 0.5% |
|
| 4 | 38 | 0.1% |
|
| 5 | 14 | 0.0% |
|
| 6 | 3 | 0.0% |
|
| 7 | 2 | 0.0% |
|
| 10 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 22159 | 77.5% |
|
| 1 | 5361 | 18.8% |
|
| 2 | 849 | 3.0% |
|
| 3 | 151 | 0.5% |
|
| 4 | 38 | 0.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 38 | 0.1% |
|
| 5 | 14 | 0.0% |
|
| 6 | 3 | 0.0% |
|
| 7 | 2 | 0.0% |
|
| 10 | 1 | 0.0% |
|
Edge_contract_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.1552 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros (%) | 13.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.8037 |
|---|---|
| Coef of variation | 0.69573 |
| Kurtosis | 7.0283 |
| Mean | 1.1552 |
| MAD | 0.52068 |
| Skewness | 1.7732 |
| Sum | 33013 |
| Variance | 0.64593 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 1 | 18405 | 64.4% |
|
| 2 | 4826 | 16.9% |
|
| 0 | 3968 | 13.9% |
|
| 3 | 829 | 2.9% |
|
| 4 | 351 | 1.2% |
|
| 5 | 151 | 0.5% |
|
| 6 | 34 | 0.1% |
|
| 7 | 8 | 0.0% |
|
| 8 | 4 | 0.0% |
|
| 9 | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3968 | 13.9% |
|
| 1 | 18405 | 64.4% |
|
| 2 | 4826 | 16.9% |
|
| 3 | 829 | 2.9% |
|
| 4 | 351 | 1.2% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 151 | 0.5% |
|
| 6 | 34 | 0.1% |
|
| 7 | 8 | 0.0% |
|
| 8 | 4 | 0.0% |
|
| 9 | 2 | 0.0% |
|
FamTeens_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.44132 |
|---|---|
| Minimum | 0 |
| Maximum | 17 |
| Zeros (%) | 71.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.85118 |
|---|---|
| Coef of variation | 1.9287 |
| Kurtosis | 13.791 |
| Mean | 0.44132 |
| MAD | 0.63169 |
| Skewness | 2.7641 |
| Sum | 12612 |
| Variance | 0.7245 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 20453 | 71.6% |
|
| 1 | 5074 | 17.8% |
|
| 2 | 2139 | 7.5% |
|
| 3 | 584 | 2.0% |
|
| 4 | 212 | 0.7% |
|
| 5 | 72 | 0.3% |
|
| 6 | 27 | 0.1% |
|
| 7 | 11 | 0.0% |
|
| 8 | 3 | 0.0% |
|
| 10 | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 20453 | 71.6% |
|
| 1 | 5074 | 17.8% |
|
| 2 | 2139 | 7.5% |
|
| 3 | 584 | 2.0% |
|
| 4 | 212 | 0.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 27 | 0.1% |
|
| 7 | 11 | 0.0% |
|
| 8 | 3 | 0.0% |
|
| 10 | 2 | 0.0% |
|
| 17 | 1 | 0.0% |
|
GoUnlimit_plan_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.55263 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros (%) | 67.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.97929 |
|---|---|
| Coef of variation | 1.7721 |
| Kurtosis | 6.7127 |
| Mean | 0.55263 |
| MAD | 0.74836 |
| Skewness | 2.2602 |
| Sum | 15793 |
| Variance | 0.959 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 19350 | 67.7% |
|
| 1 | 4943 | 17.3% |
|
| 2 | 2858 | 10.0% |
|
| 3 | 877 | 3.1% |
|
| 4 | 352 | 1.2% |
|
| 5 | 131 | 0.5% |
|
| 6 | 43 | 0.2% |
|
| 7 | 16 | 0.1% |
|
| 8 | 5 | 0.0% |
|
| 9 | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 19350 | 67.7% |
|
| 1 | 4943 | 17.3% |
|
| 2 | 2858 | 10.0% |
|
| 3 | 877 | 3.1% |
|
| 4 | 352 | 1.2% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 43 | 0.2% |
|
| 7 | 16 | 0.1% |
|
| 8 | 5 | 0.0% |
|
| 9 | 2 | 0.0% |
|
| 12 | 1 | 0.0% |
|
Hispanic_ethnicity_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.42403 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros (%) | 75.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.91764 |
|---|---|
| Coef of variation | 2.1641 |
| Kurtosis | 10.627 |
| Mean | 0.42403 |
| MAD | 0.64212 |
| Skewness | 2.8863 |
| Sum | 12118 |
| Variance | 0.84206 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 21638 | 75.7% |
|
| 1 | 3764 | 13.2% |
|
| 2 | 2012 | 7.0% |
|
| 3 | 663 | 2.3% |
|
| 4 | 287 | 1.0% |
|
| 5 | 136 | 0.5% |
|
| 6 | 47 | 0.2% |
|
| 7 | 22 | 0.1% |
|
| 9 | 5 | 0.0% |
|
| 8 | 4 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 21638 | 75.7% |
|
| 1 | 3764 | 13.2% |
|
| 2 | 2012 | 7.0% |
|
| 3 | 663 | 2.3% |
|
| 4 | 287 | 1.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 136 | 0.5% |
|
| 6 | 47 | 0.2% |
|
| 7 | 22 | 0.1% |
|
| 8 | 4 | 0.0% |
|
| 9 | 5 | 0.0% |
|
IphoneDev_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.89166 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 32.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.83034 |
|---|---|
| Coef of variation | 0.93122 |
| Kurtosis | 6.0522 |
| Mean | 0.89166 |
| MAD | 0.57329 |
| Skewness | 1.5498 |
| Sum | 25482 |
| Variance | 0.68946 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 1 | 14857 | 52.0% |
|
| 0 | 9187 | 32.1% |
|
| 2 | 3516 | 12.3% |
|
| 3 | 656 | 2.3% |
|
| 4 | 248 | 0.9% |
|
| 5 | 76 | 0.3% |
|
| 6 | 25 | 0.1% |
|
| 8 | 6 | 0.0% |
|
| 7 | 5 | 0.0% |
|
| 11 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 9187 | 32.1% |
|
| 1 | 14857 | 52.0% |
|
| 2 | 3516 | 12.3% |
|
| 3 | 656 | 2.3% |
|
| 4 | 248 | 0.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 25 | 0.1% |
|
| 7 | 5 | 0.0% |
|
| 8 | 6 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 11 | 1 | 0.0% |
|
LocalRetailer_chnl_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.28711 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros (%) | 81.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.72559 |
|---|---|
| Coef of variation | 2.5272 |
| Kurtosis | 19.533 |
| Mean | 0.28711 |
| MAD | 0.46893 |
| Skewness | 3.6118 |
| Sum | 8205 |
| Variance | 0.52648 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 23338 | 81.7% |
|
| 1 | 3232 | 11.3% |
|
| 2 | 1425 | 5.0% |
|
| 3 | 366 | 1.3% |
|
| 4 | 138 | 0.5% |
|
| 5 | 38 | 0.1% |
|
| 6 | 20 | 0.1% |
|
| 7 | 12 | 0.0% |
|
| 8 | 6 | 0.0% |
|
| 12 | 1 | 0.0% |
|
| Other values (2) | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 23338 | 81.7% |
|
| 1 | 3232 | 11.3% |
|
| 2 | 1425 | 5.0% |
|
| 3 | 366 | 1.3% |
|
| 4 | 138 | 0.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 12 | 0.0% |
|
| 8 | 6 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 12 | 1 | 0.0% |
|
MTM_contract_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.0764 |
|---|---|
| Minimum | 0 |
| Maximum | 16 |
| Zeros (%) | 21.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.87047 |
|---|---|
| Coef of variation | 0.80867 |
| Kurtosis | 9.3434 |
| Mean | 1.0764 |
| MAD | 0.54139 |
| Skewness | 1.8619 |
| Sum | 30762 |
| Variance | 0.75771 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 1 | 16786 | 58.7% |
|
| 0 | 5995 | 21.0% |
|
| 2 | 4315 | 15.1% |
|
| 3 | 900 | 3.1% |
|
| 4 | 382 | 1.3% |
|
| 5 | 128 | 0.4% |
|
| 6 | 47 | 0.2% |
|
| 7 | 14 | 0.0% |
|
| 8 | 8 | 0.0% |
|
| 9 | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 5995 | 21.0% |
|
| 1 | 16786 | 58.7% |
|
| 2 | 4315 | 15.1% |
|
| 3 | 900 | 3.1% |
|
| 4 | 382 | 1.3% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 47 | 0.2% |
|
| 7 | 14 | 0.0% |
|
| 8 | 8 | 0.0% |
|
| 9 | 2 | 0.0% |
|
| 16 | 1 | 0.0% |
|
MatureAdults_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.39278 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 77.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.85278 |
|---|---|
| Coef of variation | 2.1711 |
| Kurtosis | 9.4321 |
| Mean | 0.39278 |
| MAD | 0.60755 |
| Skewness | 2.6967 |
| Sum | 11225 |
| Variance | 0.72723 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 22102 | 77.3% |
|
| 1 | 3191 | 11.2% |
|
| 2 | 2298 | 8.0% |
|
| 3 | 690 | 2.4% |
|
| 4 | 187 | 0.7% |
|
| 5 | 66 | 0.2% |
|
| 6 | 28 | 0.1% |
|
| 7 | 10 | 0.0% |
|
| 8 | 4 | 0.0% |
|
| 11 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 22102 | 77.3% |
|
| 1 | 3191 | 11.2% |
|
| 2 | 2298 | 8.0% |
|
| 3 | 690 | 2.4% |
|
| 4 | 187 | 0.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 28 | 0.1% |
|
| 7 | 10 | 0.0% |
|
| 8 | 4 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 11 | 1 | 0.0% |
|
NewVZPlan_plan_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.85566 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 45.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.98719 |
|---|---|
| Coef of variation | 1.1537 |
| Kurtosis | 3.6624 |
| Mean | 0.85566 |
| MAD | 0.77015 |
| Skewness | 1.4212 |
| Sum | 24453 |
| Variance | 0.97455 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 12861 | 45.0% |
|
| 1 | 9345 | 32.7% |
|
| 2 | 4675 | 16.4% |
|
| 3 | 1256 | 4.4% |
|
| 4 | 310 | 1.1% |
|
| 5 | 74 | 0.3% |
|
| 6 | 37 | 0.1% |
|
| 7 | 11 | 0.0% |
|
| 8 | 5 | 0.0% |
|
| 11 | 2 | 0.0% |
|
| Other values (2) | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 12861 | 45.0% |
|
| 1 | 9345 | 32.7% |
|
| 2 | 4675 | 16.4% |
|
| 3 | 1256 | 4.4% |
|
| 4 | 310 | 1.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 11 | 0.0% |
|
| 8 | 5 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 11 | 2 | 0.0% |
|
Purch_equip_cnt
Numeric
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.47533 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 65.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.77475 |
|---|---|
| Coef of variation | 1.6299 |
| Kurtosis | 6.4845 |
| Mean | 0.47533 |
| MAD | 0.6211 |
| Skewness | 2.0855 |
| Sum | 13584 |
| Variance | 0.60024 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 18671 | 65.3% |
|
| 1 | 7173 | 25.1% |
|
| 2 | 2055 | 7.2% |
|
| 3 | 498 | 1.7% |
|
| 4 | 128 | 0.4% |
|
| 5 | 33 | 0.1% |
|
| 6 | 13 | 0.0% |
|
| 7 | 6 | 0.0% |
|
| 10 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 18671 | 65.3% |
|
| 1 | 7173 | 25.1% |
|
| 2 | 2055 | 7.2% |
|
| 3 | 498 | 1.7% |
|
| 4 | 128 | 0.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 128 | 0.4% |
|
| 5 | 33 | 0.1% |
|
| 6 | 13 | 0.0% |
|
| 7 | 6 | 0.0% |
|
| 10 | 1 | 0.0% |
|
SingleLine_plan_cnt
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.028693 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 97.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.19695 |
|---|---|
| Coef of variation | 6.8639 |
| Kurtosis | 86.175 |
| Mean | 0.028693 |
| MAD | 0.056005 |
| Skewness | 8.346 |
| Sum | 820 |
| Variance | 0.038789 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 27890 | 97.6% |
|
| 1 | 577 | 2.0% |
|
| 2 | 93 | 0.3% |
|
| 3 | 15 | 0.1% |
|
| 4 | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 27890 | 97.6% |
|
| 1 | 577 | 2.0% |
|
| 2 | 93 | 0.3% |
|
| 3 | 15 | 0.1% |
|
| 4 | 3 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0 | 27890 | 97.6% |
|
| 1 | 577 | 2.0% |
|
| 2 | 93 | 0.3% |
|
| 3 | 15 | 0.1% |
|
| 4 | 3 | 0.0% |
|
SngleCpleKids_cnt
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.63195 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros (%) | 61.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.0024 |
|---|---|
| Coef of variation | 1.5862 |
| Kurtosis | 7.6521 |
| Mean | 0.63195 |
| MAD | 0.7718 |
| Skewness | 2.2415 |
| Sum | 18060 |
| Variance | 1.0048 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 17451 | 61.1% |
|
| 1 | 6625 | 23.2% |
|
| 2 | 3043 | 10.6% |
|
| 3 | 893 | 3.1% |
|
| 4 | 325 | 1.1% |
|
| 5 | 147 | 0.5% |
|
| 6 | 54 | 0.2% |
|
| 7 | 24 | 0.1% |
|
| 8 | 7 | 0.0% |
|
| 9 | 6 | 0.0% |
|
| Other values (3) | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 17451 | 61.1% |
|
| 1 | 6625 | 23.2% |
|
| 2 | 3043 | 10.6% |
|
| 3 | 893 | 3.1% |
|
| 4 | 325 | 1.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 7 | 0.0% |
|
| 9 | 6 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 11 | 1 | 0.0% |
|
| 12 | 1 | 0.0% |
|
Sprint_port_cnt
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.14378 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros (%) | 88.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.44583 |
|---|---|
| Coef of variation | 3.1008 |
| Kurtosis | 23.307 |
| Mean | 0.14378 |
| MAD | 0.25423 |
| Skewness | 4.1046 |
| Sum | 4109 |
| Variance | 0.19877 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 25265 | 88.4% |
|
| 1 | 2719 | 9.5% |
|
| 2 | 459 | 1.6% |
|
| 3 | 80 | 0.3% |
|
| 4 | 46 | 0.2% |
|
| 5 | 7 | 0.0% |
|
| 7 | 1 | 0.0% |
|
| 6 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 25265 | 88.4% |
|
| 1 | 2719 | 9.5% |
|
| 2 | 459 | 1.6% |
|
| 3 | 80 | 0.3% |
|
| 4 | 46 | 0.2% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3 | 80 | 0.3% |
|
| 4 | 46 | 0.2% |
|
| 5 | 7 | 0.0% |
|
| 6 | 1 | 0.0% |
|
| 7 | 1 | 0.0% |
|
TX_state_cd
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.44849 |
|---|---|
| Minimum | 0 |
| Maximum | 19 |
| Zeros (%) | 73.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.91877 |
|---|---|
| Coef of variation | 2.0486 |
| Kurtosis | 14.527 |
| Mean | 0.44849 |
| MAD | 0.66252 |
| Skewness | 2.8764 |
| Sum | 12817 |
| Variance | 0.84413 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 21108 | 73.9% |
|
| 1 | 4028 | 14.1% |
|
| 2 | 2266 | 7.9% |
|
| 3 | 727 | 2.5% |
|
| 4 | 287 | 1.0% |
|
| 5 | 96 | 0.3% |
|
| 6 | 41 | 0.1% |
|
| 7 | 12 | 0.0% |
|
| 8 | 9 | 0.0% |
|
| 9 | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 21108 | 73.9% |
|
| 1 | 4028 | 14.1% |
|
| 2 | 2266 | 7.9% |
|
| 3 | 727 | 2.5% |
|
| 4 | 287 | 1.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 41 | 0.1% |
|
| 7 | 12 | 0.0% |
|
| 8 | 9 | 0.0% |
|
| 9 | 3 | 0.0% |
|
| 19 | 1 | 0.0% |
|
T_Mobile_port_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.17555 |
|---|---|
| Minimum | 0 |
| Maximum | 18 |
| Zeros (%) | 87.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.54404 |
|---|---|
| Coef of variation | 3.099 |
| Kurtosis | 61.52 |
| Mean | 0.17555 |
| MAD | 0.30674 |
| Skewness | 5.1441 |
| Sum | 5017 |
| Variance | 0.29598 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 24967 | 87.4% |
|
| 1 | 2635 | 9.2% |
|
| 2 | 711 | 2.5% |
|
| 3 | 153 | 0.5% |
|
| 4 | 84 | 0.3% |
|
| 5 | 18 | 0.1% |
|
| 6 | 7 | 0.0% |
|
| 8 | 1 | 0.0% |
|
| 7 | 1 | 0.0% |
|
| 18 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 24967 | 87.4% |
|
| 1 | 2635 | 9.2% |
|
| 2 | 711 | 2.5% |
|
| 3 | 153 | 0.5% |
|
| 4 | 84 | 0.3% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 18 | 0.1% |
|
| 6 | 7 | 0.0% |
|
| 7 | 1 | 0.0% |
|
| 8 | 1 | 0.0% |
|
| 18 | 1 | 0.0% |
|
TwoYear_contract_cnt
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.21772 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 81.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.50192 |
|---|---|
| Coef of variation | 2.3054 |
| Kurtosis | 13.675 |
| Mean | 0.21772 |
| MAD | 0.35479 |
| Skewness | 2.868 |
| Sum | 6222 |
| Variance | 0.25193 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 23285 | 81.5% |
|
| 1 | 4540 | 15.9% |
|
| 2 | 614 | 2.1% |
|
| 3 | 111 | 0.4% |
|
| 4 | 24 | 0.1% |
|
| 5 | 3 | 0.0% |
|
| 10 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 23285 | 81.5% |
|
| 1 | 4540 | 15.9% |
|
| 2 | 614 | 2.1% |
|
| 3 | 111 | 0.4% |
|
| 4 | 24 | 0.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2 | 614 | 2.1% |
|
| 3 | 111 | 0.4% |
|
| 4 | 24 | 0.1% |
|
| 5 | 3 | 0.0% |
|
| 10 | 1 | 0.0% |
|
VerizonUNL_plan_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.46522 |
|---|---|
| Minimum | 0 |
| Maximum | 19 |
| Zeros (%) | 69.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.88571 |
|---|---|
| Coef of variation | 1.9039 |
| Kurtosis | 18.995 |
| Mean | 0.46522 |
| MAD | 0.64302 |
| Skewness | 3.176 |
| Sum | 13295 |
| Variance | 0.78447 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 19750 | 69.1% |
|
| 1 | 6060 | 21.2% |
|
| 2 | 1839 | 6.4% |
|
| 3 | 526 | 1.8% |
|
| 4 | 201 | 0.7% |
|
| 5 | 114 | 0.4% |
|
| 6 | 46 | 0.2% |
|
| 7 | 25 | 0.1% |
|
| 8 | 10 | 0.0% |
|
| 9 | 5 | 0.0% |
|
| Other values (2) | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 19750 | 69.1% |
|
| 1 | 6060 | 21.2% |
|
| 2 | 1839 | 6.4% |
|
| 3 | 526 | 1.8% |
|
| 4 | 201 | 0.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 25 | 0.1% |
|
| 8 | 10 | 0.0% |
|
| 9 | 5 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 19 | 1 | 0.0% |
|
VoiceOnly_pplangrp_cnt
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.026839 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 97.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.19172 |
|---|---|
| Coef of variation | 7.1435 |
| Kurtosis | 87.922 |
| Mean | 0.026839 |
| MAD | 0.052487 |
| Skewness | 8.5407 |
| Sum | 767 |
| Variance | 0.036757 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 27944 | 97.8% |
|
| 1 | 518 | 1.8% |
|
| 2 | 101 | 0.4% |
|
| 3 | 13 | 0.0% |
|
| 4 | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 27944 | 97.8% |
|
| 1 | 518 | 1.8% |
|
| 2 | 101 | 0.4% |
|
| 3 | 13 | 0.0% |
|
| 4 | 2 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0 | 27944 | 97.8% |
|
| 1 | 518 | 1.8% |
|
| 2 | 101 | 0.4% |
|
| 3 | 13 | 0.0% |
|
| 4 | 2 | 0.0% |
|
WearablDev_cnt
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.075093 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 93.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.30215 |
|---|---|
| Coef of variation | 4.0236 |
| Kurtosis | 27.067 |
| Mean | 0.075093 |
| MAD | 0.14032 |
| Skewness | 4.7021 |
| Sum | 2146 |
| Variance | 0.091292 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 26701 | 93.4% |
|
| 1 | 1646 | 5.8% |
|
| 2 | 198 | 0.7% |
|
| 3 | 28 | 0.1% |
|
| 4 | 5 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 26701 | 93.4% |
|
| 1 | 1646 | 5.8% |
|
| 2 | 198 | 0.7% |
|
| 3 | 28 | 0.1% |
|
| 4 | 5 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0 | 26701 | 93.4% |
|
| 1 | 1646 | 5.8% |
|
| 2 | 198 | 0.7% |
|
| 3 | 28 | 0.1% |
|
| 4 | 5 | 0.0% |
|
access_rev_acrtn
Numeric
| Distinct count | 1734 |
|---|---|
| Unique (%) | 6.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -0.94655 |
|---|---|
| Minimum | -99.29 |
| Maximum | 23.97 |
| Zeros (%) | 45.9% |
Quantile statistics
| Minimum | -99.29 |
|---|---|
| 5-th percentile | -5.39 |
| Q1 | -1.39 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1.67 |
| Maximum | 23.97 |
| Range | 123.26 |
| Interquartile range | 1.39 |
Descriptive statistics
| Standard deviation | 3.2476 |
|---|---|
| Coef of variation | -3.431 |
| Kurtosis | 110.23 |
| Mean | -0.94655 |
| MAD | 1.7035 |
| Skewness | -6.772 |
| Sum | -27050 |
| Variance | 10.547 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 13125 | 45.9% |
|
| -1.67 | 215 | 0.8% |
|
| -2.5 | 189 | 0.7% |
|
| -1.82 | 187 | 0.7% |
|
| -1.74 | 176 | 0.6% |
|
| -2.0 | 158 | 0.6% |
|
| -1.9 | 149 | 0.5% |
|
| -1.6 | 127 | 0.4% |
|
| -1.3 | 118 | 0.4% |
|
| -1.25 | 112 | 0.4% |
|
| Other values (1724) | 14022 | 49.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -99.29 | 1 | 0.0% |
|
| -87.1 | 1 | 0.0% |
|
| -84.21 | 1 | 0.0% |
|
| -82.5 | 1 | 0.0% |
|
| -58.42 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 11.12 | 1 | 0.0% |
|
| 11.6 | 1 | 0.0% |
|
| 19.73 | 1 | 0.0% |
|
| 22.0 | 1 | 0.0% |
|
| 23.97 | 1 | 0.0% |
|
active_loan_cnt
Numeric
| Distinct count | 41 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.3847 |
|---|---|
| Minimum | 0 |
| Maximum | 144 |
| Zeros (%) | 13.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 8 |
| Maximum | 144 |
| Range | 144 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 3.9114 |
|---|---|
| Coef of variation | 1.6402 |
| Kurtosis | 107.62 |
| Mean | 2.3847 |
| MAD | 2.0731 |
| Skewness | 7.0059 |
| Sum | 68151 |
| Variance | 15.299 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 1 | 13597 | 47.6% |
|
| 2 | 4024 | 14.1% |
|
| 0 | 3877 | 13.6% |
|
| 4 | 3646 | 12.8% |
|
| 6 | 957 | 3.3% |
|
| 3 | 783 | 2.7% |
|
| 9 | 516 | 1.8% |
|
| 8 | 261 | 0.9% |
|
| 16 | 202 | 0.7% |
|
| 12 | 194 | 0.7% |
|
| Other values (31) | 521 | 1.8% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3877 | 13.6% |
|
| 1 | 13597 | 47.6% |
|
| 2 | 4024 | 14.1% |
|
| 3 | 783 | 2.7% |
|
| 4 | 3646 | 12.8% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 64 | 2 | 0.0% |
|
| 66 | 1 | 0.0% |
|
| 72 | 1 | 0.0% |
|
| 81 | 1 | 0.0% |
|
| 144 | 1 | 0.0% |
|
arpu_amt
Numeric
| Distinct count | 11678 |
|---|---|
| Unique (%) | 40.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 128.89 |
|---|---|
| Minimum | 55.17 |
| Maximum | 1627.1 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 55.17 |
|---|---|
| 5-th percentile | 77.638 |
| Q1 | 100.17 |
| Median | 121.03 |
| Q3 | 141.79 |
| 95-th percentile | 207.15 |
| Maximum | 1627.1 |
| Range | 1572 |
| Interquartile range | 41.62 |
Descriptive statistics
| Standard deviation | 53.824 |
|---|---|
| Coef of variation | 0.41759 |
| Kurtosis | 89.759 |
| Mean | 128.89 |
| MAD | 31.187 |
| Skewness | 6.102 |
| Sum | 3683400 |
| Variance | 2897 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 110.84 | 13 | 0.0% |
|
| 118.3 | 13 | 0.0% |
|
| 108.96 | 10 | 0.0% |
|
| 132.24 | 10 | 0.0% |
|
| 105.24 | 10 | 0.0% |
|
| 129.13 | 10 | 0.0% |
|
| 122.58 | 10 | 0.0% |
|
| 100.98 | 10 | 0.0% |
|
| 123.97 | 10 | 0.0% |
|
| 107.26 | 10 | 0.0% |
|
| Other values (11668) | 28472 | 99.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 55.17 | 1 | 0.0% |
|
| 55.42 | 1 | 0.0% |
|
| 55.64 | 1 | 0.0% |
|
| 55.9 | 1 | 0.0% |
|
| 56.01 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1148.49 | 1 | 0.0% |
|
| 1244.26 | 1 | 0.0% |
|
| 1413.26 | 1 | 0.0% |
|
| 1469.17 | 1 | 0.0% |
|
| 1627.14 | 1 | 0.0% |
|
billed_acct_size
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.6474 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.95216 |
|---|---|
| Coef of variation | 0.57799 |
| Kurtosis | 7.1538 |
| Mean | 1.6474 |
| MAD | 0.73135 |
| Skewness | 2.1754 |
| Sum | 47078 |
| Variance | 0.9066 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 1 | 16133 | 56.5% |
|
| 2 | 8600 | 30.1% |
|
| 3 | 2486 | 8.7% |
|
| 4 | 828 | 2.9% |
|
| 5 | 317 | 1.1% |
|
| 6 | 126 | 0.4% |
|
| 7 | 54 | 0.2% |
|
| 8 | 18 | 0.1% |
|
| 9 | 8 | 0.0% |
|
| 10 | 4 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4 | 0.0% |
|
| 1 | 16133 | 56.5% |
|
| 2 | 8600 | 30.1% |
|
| 3 | 2486 | 8.7% |
|
| 4 | 828 | 2.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 126 | 0.4% |
|
| 7 | 54 | 0.2% |
|
| 8 | 18 | 0.1% |
|
| 9 | 8 | 0.0% |
|
| 10 | 4 | 0.0% |
|
birth_year
Numeric
| Distinct count | 87 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1975 |
|---|---|
| Minimum | 0 |
| Maximum | 2000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1945 |
| Q1 | 1963 |
| Median | 1980 |
| Q3 | 1990 |
| 95-th percentile | 1997 |
| Maximum | 2000 |
| Range | 2000 |
| Interquartile range | 27 |
Descriptive statistics
| Standard deviation | 40.536 |
|---|---|
| Coef of variation | 0.020525 |
| Kurtosis | 1969.4 |
| Mean | 1975 |
| MAD | 14.921 |
| Skewness | -40.511 |
| Sum | 56441073 |
| Variance | 1643.1 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 1991 | 918 | 3.2% |
|
| 1990 | 915 | 3.2% |
|
| 1992 | 899 | 3.1% |
|
| 1993 | 885 | 3.1% |
|
| 1989 | 864 | 3.0% |
|
| 1987 | 842 | 2.9% |
|
| 1994 | 812 | 2.8% |
|
| 1988 | 806 | 2.8% |
|
| 1986 | 771 | 2.7% |
|
| 1985 | 751 | 2.6% |
|
| Other values (77) | 20115 | 70.4% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 10 | 0.0% |
|
| 1910 | 1 | 0.0% |
|
| 1911 | 4 | 0.0% |
|
| 1917 | 1 | 0.0% |
|
| 1918 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1996 | 635 | 2.2% |
|
| 1997 | 629 | 2.2% |
|
| 1998 | 553 | 1.9% |
|
| 1999 | 309 | 1.1% |
|
| 2000 | 2 | 0.0% |
|
cust_status_ind
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Mean | 0.8326 |
|---|
| 1 |
23794
|
|---|---|
| 0 |
|
| Value | Count | Frequency (%) | |
| 1 | 23794 | 83.3% |
|
| 0 | 4784 | 16.7% |
|
data_overage_amt
Numeric
| Distinct count | 801 |
|---|---|
| Unique (%) | 2.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.93202 |
|---|---|
| Minimum | 0 |
| Maximum | 375 |
| Zeros (%) | 78.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 375 |
| Range | 375 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 4.7323 |
|---|---|
| Coef of variation | 5.0775 |
| Kurtosis | 1770 |
| Mean | 0.93202 |
| MAD | 1.5013 |
| Skewness | 29.96 |
| Sum | 26635 |
| Variance | 22.395 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 22352 | 78.2% |
|
| 0.62 | 155 | 0.5% |
|
| 0.6 | 152 | 0.5% |
|
| 0.75 | 150 | 0.5% |
|
| 0.65 | 143 | 0.5% |
|
| 0.71 | 126 | 0.4% |
|
| 0.58 | 122 | 0.4% |
|
| 0.68 | 119 | 0.4% |
|
| 0.56 | 119 | 0.4% |
|
| 0.52 | 115 | 0.4% |
|
| Other values (791) | 5025 | 17.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.0 | 22352 | 78.2% |
|
| 0.01 | 16 | 0.1% |
|
| 0.02 | 8 | 0.0% |
|
| 0.03 | 5 | 0.0% |
|
| 0.04 | 6 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 118.33 | 1 | 0.0% |
|
| 131.0 | 1 | 0.0% |
|
| 182.14 | 1 | 0.0% |
|
| 240.0 | 1 | 0.0% |
|
| 375.0 | 1 | 0.0% |
|
data_ovrg_Yes_cnt
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.23564 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros (%) | 78.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.46516 |
|---|---|
| Coef of variation | 1.974 |
| Kurtosis | 3.7476 |
| Mean | 0.23564 |
| MAD | 0.36811 |
| Skewness | 1.8829 |
| Sum | 6734 |
| Variance | 0.21637 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 22322 | 78.1% |
|
| 1 | 5808 | 20.3% |
|
| 2 | 425 | 1.5% |
|
| 3 | 19 | 0.1% |
|
| 5 | 3 | 0.0% |
|
| 4 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 22322 | 78.1% |
|
| 1 | 5808 | 20.3% |
|
| 2 | 425 | 1.5% |
|
| 3 | 19 | 0.1% |
|
| 4 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 5808 | 20.3% |
|
| 2 | 425 | 1.5% |
|
| 3 | 19 | 0.1% |
|
| 4 | 1 | 0.0% |
|
| 5 | 3 | 0.0% |
|
eqp_rev_acrtn
Numeric
| Distinct count | 2172 |
|---|---|
| Unique (%) | 7.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -1.2218 |
|---|---|
| Minimum | -1234.5 |
| Maximum | 1196 |
| Zeros (%) | 23.3% |
Quantile statistics
| Minimum | -1234.5 |
|---|---|
| 5-th percentile | -6.09 |
| Q1 | -1.16 |
| Median | -0.01 |
| Q3 | 0 |
| 95-th percentile | 1.54 |
| Maximum | 1196 |
| Range | 2430.5 |
| Interquartile range | 1.16 |
Descriptive statistics
| Standard deviation | 12.845 |
|---|---|
| Coef of variation | -10.513 |
| Kurtosis | 5776.2 |
| Mean | -1.2218 |
| MAD | 2.3067 |
| Skewness | -7.0034 |
| Sum | -34917 |
| Variance | 165 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 6647 | 23.3% |
|
| -0.01 | 1828 | 6.4% |
|
| -0.02 | 181 | 0.6% |
|
| -0.63 | 167 | 0.6% |
|
| -1.26 | 166 | 0.6% |
|
| -1.09 | 137 | 0.5% |
|
| -0.9 | 136 | 0.5% |
|
| -1.3 | 135 | 0.5% |
|
| -1.04 | 131 | 0.5% |
|
| -1.35 | 127 | 0.4% |
|
| Other values (2162) | 18923 | 66.2% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -1234.53 | 1 | 0.0% |
|
| -564.31 | 1 | 0.0% |
|
| -265.5 | 1 | 0.0% |
|
| -212.67 | 1 | 0.0% |
|
| -190.54 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 75.55 | 1 | 0.0% |
|
| 165.49 | 1 | 0.0% |
|
| 207.7 | 1 | 0.0% |
|
| 270.5 | 1 | 0.0% |
|
| 1196.0 | 1 | 0.0% |
|
frequency
Numeric
| Distinct count | 33 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 23.322 |
|---|---|
| Minimum | 2 |
| Maximum | 51 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 21 |
| Median | 24 |
| Q3 | 27 |
| 95-th percentile | 30 |
| Maximum | 51 |
| Range | 49 |
| Interquartile range | 6 |
Descriptive statistics
| Standard deviation | 5.0344 |
|---|---|
| Coef of variation | 0.21586 |
| Kurtosis | 1.2174 |
| Mean | 23.322 |
| MAD | 3.8635 |
| Skewness | -0.91017 |
| Sum | 666506 |
| Variance | 25.345 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 21 | 2906 | 10.2% |
|
| 20 | 2697 | 9.4% |
|
| 22 | 2417 | 8.5% |
|
| 23 | 2281 | 8.0% |
|
| 24 | 2251 | 7.9% |
|
| 25 | 2131 | 7.5% |
|
| 26 | 1937 | 6.8% |
|
| 27 | 1905 | 6.7% |
|
| 28 | 1779 | 6.2% |
|
| 29 | 1759 | 6.2% |
|
| Other values (23) | 6515 | 22.8% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 6 | 0.0% |
|
| 3 | 12 | 0.0% |
|
| 4 | 30 | 0.1% |
|
| 5 | 43 | 0.2% |
|
| 6 | 49 | 0.2% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 30 | 1526 | 5.3% |
|
| 31 | 1220 | 4.3% |
|
| 32 | 1 | 0.0% |
|
| 34 | 1 | 0.0% |
|
| 51 | 1 | 0.0% |
|
gl_late_fees_amt
Numeric
| Distinct count | 1783 |
|---|---|
| Unique (%) | 6.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 23.276 |
|---|---|
| Minimum | -25 |
| Maximum | 158.29 |
| Zeros (%) | 34.6% |
Quantile statistics
| Minimum | -25 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 5 |
| Q3 | 39.758 |
| 95-th percentile | 95 |
| Maximum | 158.29 |
| Range | 183.29 |
| Interquartile range | 39.758 |
Descriptive statistics
| Standard deviation | 31.337 |
|---|---|
| Coef of variation | 1.3463 |
| Kurtosis | 1.1951 |
| Mean | 23.276 |
| MAD | 25.086 |
| Skewness | 1.4538 |
| Sum | 665190 |
| Variance | 982.03 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 9879 | 34.6% |
|
| 5.0 | 4571 | 16.0% |
|
| 10.0 | 2045 | 7.2% |
|
| 15.0 | 1287 | 4.5% |
|
| 20.0 | 908 | 3.2% |
|
| 25.0 | 733 | 2.6% |
|
| 30.0 | 638 | 2.2% |
|
| 35.0 | 557 | 1.9% |
|
| 45.0 | 552 | 1.9% |
|
| 40.0 | 534 | 1.9% |
|
| Other values (1773) | 6874 | 24.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -25.0 | 1 | 0.0% |
|
| -20.0 | 1 | 0.0% |
|
| -10.0 | 1 | 0.0% |
|
| -5.95 | 1 | 0.0% |
|
| -5.0 | 6 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 147.92 | 1 | 0.0% |
|
| 149.07 | 1 | 0.0% |
|
| 150.0 | 3 | 0.0% |
|
| 155.0 | 1 | 0.0% |
|
| 158.29 | 1 | 0.0% |
|
gl_nonrecur_rev_amt
Numeric
| Distinct count | 8748 |
|---|---|
| Unique (%) | 30.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 79.67 |
|---|---|
| Minimum | -955.59 |
| Maximum | 6893.2 |
| Zeros (%) | 15.4% |
Quantile statistics
| Minimum | -955.59 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| Median | 30.705 |
| Q3 | 105 |
| 95-th percentile | 328.33 |
| Maximum | 6893.2 |
| Range | 7848.8 |
| Interquartile range | 100 |
Descriptive statistics
| Standard deviation | 147.75 |
|---|---|
| Coef of variation | 1.8545 |
| Kurtosis | 193.53 |
| Mean | 79.67 |
| MAD | 87.675 |
| Skewness | 7.2609 |
| Sum | 2276800 |
| Variance | 21831 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 4400 | 15.4% |
|
| 5.0 | 1819 | 6.4% |
|
| 15.0 | 878 | 3.1% |
|
| 10.0 | 734 | 2.6% |
|
| 30.0 | 511 | 1.8% |
|
| 20.0 | 480 | 1.7% |
|
| 25.0 | 377 | 1.3% |
|
| 45.0 | 356 | 1.2% |
|
| 35.0 | 317 | 1.1% |
|
| 1.99 | 314 | 1.1% |
|
| Other values (8738) | 18392 | 64.4% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -955.59 | 1 | 0.0% |
|
| -849.0 | 1 | 0.0% |
|
| -787.86 | 1 | 0.0% |
|
| -755.79 | 1 | 0.0% |
|
| -715.0 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2652.27 | 1 | 0.0% |
|
| 2748.31 | 1 | 0.0% |
|
| 2827.88 | 1 | 0.0% |
|
| 2850.75 | 1 | 0.0% |
|
| 6893.17 | 1 | 0.0% |
|
handset_paychnl_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.73515 |
|---|---|
| Minimum | 0 |
| Maximum | 16 |
| Zeros (%) | 51.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.97608 |
|---|---|
| Coef of variation | 1.3277 |
| Kurtosis | 7.5324 |
| Mean | 0.73515 |
| MAD | 0.75732 |
| Skewness | 1.964 |
| Sum | 21009 |
| Variance | 0.95274 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0 | 14720 | 51.5% |
|
| 1 | 8961 | 31.4% |
|
| 2 | 3491 | 12.2% |
|
| 3 | 884 | 3.1% |
|
| 4 | 322 | 1.1% |
|
| 5 | 129 | 0.5% |
|
| 6 | 42 | 0.1% |
|
| 7 | 17 | 0.1% |
|
| 8 | 7 | 0.0% |
|
| 9 | 3 | 0.0% |
|
| Other values (2) | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14720 | 51.5% |
|
| 1 | 8961 | 31.4% |
|
| 2 | 3491 | 12.2% |
|
| 3 | 884 | 3.1% |
|
| 4 | 322 | 1.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 17 | 0.1% |
|
| 8 | 7 | 0.0% |
|
| 9 | 3 | 0.0% |
|
| 11 | 1 | 0.0% |
|
| 16 | 1 | 0.0% |
|
index
Numeric
| Distinct count | 28578 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 382960 |
|---|---|
| Minimum | 8 |
| Maximum | 758185 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 40090 |
| Q1 | 194810 |
| Median | 385500 |
| Q3 | 572820 |
| 95-th percentile | 721180 |
| Maximum | 758185 |
| Range | 758177 |
| Interquartile range | 378010 |
Descriptive statistics
| Standard deviation | 218450 |
|---|---|
| Coef of variation | 0.57044 |
| Kurtosis | -1.1973 |
| Mean | 382960 |
| MAD | 189070 |
| Skewness | -0.026886 |
| Sum | 10944093801 |
| Variance | 47722000000 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 1 | 198655 | 695.1% |
|
| 1 | 376477 | 1317.4% |
|
| 1 | 683655 | 2392.2% |
|
| 1 | 1674 | 5.9% |
|
| 1 | 16013 | 56.0% |
|
| 1 | 723817 | 2532.8% |
|
| 1 | 732815 | 2564.3% |
|
| 1 | 253585 | 887.3% |
|
| 1 | 116370 | 407.2% |
|
| 1 | 118419 | 414.4% |
|
| Other values (28568) | 10940872321 | 38284247.7% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 198655 | 695.1% |
|
| 1 | 376477 | 1317.4% |
|
| 1 | 683655 | 2392.2% |
|
| 1 | 1674 | 5.9% |
|
| 1 | 16013 | 56.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 541629 | 1895.3% |
|
| 1 | 154558 | 540.8% |
|
| 1 | 676799 | 2368.3% |
|
| 1 | 244674 | 856.2% |
|
| 1 | 137219 | 480.2% |
|
monetary
Numeric
| Distinct count | 26738 |
|---|---|
| Unique (%) | 93.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2824.5 |
|---|---|
| Minimum | 1706.5 |
| Maximum | 3914.8 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1706.5 |
|---|---|
| 5-th percentile | 1872.4 |
| Q1 | 2336.6 |
| Median | 2824 |
| Q3 | 3315 |
| 95-th percentile | 3773.9 |
| Maximum | 3914.8 |
| Range | 2208.3 |
| Interquartile range | 978.37 |
Descriptive statistics
| Standard deviation | 594 |
|---|---|
| Coef of variation | 0.2103 |
| Kurtosis | -1.0741 |
| Mean | 2824.5 |
| MAD | 507.21 |
| Skewness | -0.010456 |
| Sum | 80719000 |
| Variance | 352840 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 1970.38 | 4 | 0.0% |
|
| 2888.51 | 3 | 0.0% |
|
| 2423.8 | 3 | 0.0% |
|
| 3865.15 | 3 | 0.0% |
|
| 2237.13 | 3 | 0.0% |
|
| 2902.81 | 3 | 0.0% |
|
| 3478.4 | 3 | 0.0% |
|
| 3074.56 | 3 | 0.0% |
|
| 2388.41 | 3 | 0.0% |
|
| 2607.95 | 3 | 0.0% |
|
| Other values (26728) | 28547 | 99.9% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1706.48 | 1 | 0.0% |
|
| 1709.46 | 1 | 0.0% |
|
| 1710.22 | 1 | 0.0% |
|
| 1710.79 | 1 | 0.0% |
|
| 1711.13 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3913.82 | 1 | 0.0% |
|
| 3914.37 | 1 | 0.0% |
|
| 3914.58 | 1 | 0.0% |
|
| 3914.62 | 1 | 0.0% |
|
| 3914.77 | 1 | 0.0% |
|
pplan_access_acrtn
Numeric
| Distinct count | 766 |
|---|---|
| Unique (%) | 2.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.3915 |
|---|---|
| Minimum | -3.6 |
| Maximum | 259.29 |
| Zeros (%) | 37.4% |
Quantile statistics
| Minimum | -3.6 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1.61 |
| Q3 | 2.95 |
| 95-th percentile | 10.77 |
| Maximum | 259.29 |
| Range | 262.89 |
| Interquartile range | 2.95 |
Descriptive statistics
| Standard deviation | 9.8671 |
|---|---|
| Coef of variation | 2.9093 |
| Kurtosis | 154.71 |
| Mean | 3.3915 |
| MAD | 3.625 |
| Skewness | 10.382 |
| Sum | 96923 |
| Variance | 97.359 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 10678 | 37.4% |
|
| 2.5 | 715 | 2.5% |
|
| 2.41 | 660 | 2.3% |
|
| 2.6 | 645 | 2.3% |
|
| 2.32 | 600 | 2.1% |
|
| 2.24 | 553 | 1.9% |
|
| 2.71 | 478 | 1.7% |
|
| 2.17 | 434 | 1.5% |
|
| 1.67 | 428 | 1.5% |
|
| 1.38 | 336 | 1.2% |
|
| Other values (756) | 13051 | 45.7% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -3.6 | 1 | 0.0% |
|
| -2.33 | 1 | 0.0% |
|
| -2.0 | 1 | 0.0% |
|
| -1.9 | 1 | 0.0% |
|
| -1.67 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 204.29 | 1 | 0.0% |
|
| 210.0 | 1 | 0.0% |
|
| 220.0 | 4 | 0.0% |
|
| 225.0 | 1 | 0.0% |
|
| 259.29 | 1 | 0.0% |
|
recency
Numeric
| Distinct count | 30 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 102.23 |
|---|---|
| Minimum | 51 |
| Maximum | 931 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 51 |
|---|---|
| 5-th percentile | 51 |
| Q1 | 51 |
| Median | 51 |
| Q3 | 51 |
| 95-th percentile | 416 |
| Maximum | 931 |
| Range | 880 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 128.6 |
|---|---|
| Coef of variation | 1.2579 |
| Kurtosis | 7.1069 |
| Mean | 102.23 |
| MAD | 83.728 |
| Skewness | 2.7416 |
| Sum | 2921609 |
| Variance | 16537 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 51 | 23197 | 81.2% |
|
| 232 | 404 | 1.4% |
|
| 81 | 374 | 1.3% |
|
| 263 | 362 | 1.3% |
|
| 201 | 352 | 1.2% |
|
| 142 | 327 | 1.1% |
|
| 293 | 320 | 1.1% |
|
| 354 | 319 | 1.1% |
|
| 173 | 308 | 1.1% |
|
| 385 | 307 | 1.1% |
|
| Other values (20) | 2308 | 8.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 51 | 23197 | 81.2% |
|
| 81 | 374 | 1.3% |
|
| 112 | 301 | 1.1% |
|
| 142 | 327 | 1.1% |
|
| 173 | 308 | 1.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 811 | 3 | 0.0% |
|
| 842 | 3 | 0.0% |
|
| 872 | 4 | 0.0% |
|
| 903 | 4 | 0.0% |
|
| 931 | 2 | 0.0% |
|
recurring_paychnl_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.0412 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 32.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 0.99076 |
|---|---|
| Coef of variation | 0.95154 |
| Kurtosis | 3.5906 |
| Mean | 1.0412 |
| MAD | 0.70038 |
| Skewness | 1.3234 |
| Sum | 29756 |
| Variance | 0.98161 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 1 | 12038 | 42.1% |
|
| 0 | 9135 | 32.0% |
|
| 2 | 5431 | 19.0% |
|
| 3 | 1347 | 4.7% |
|
| 4 | 429 | 1.5% |
|
| 5 | 130 | 0.5% |
|
| 6 | 44 | 0.2% |
|
| 7 | 15 | 0.1% |
|
| 9 | 4 | 0.0% |
|
| 8 | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 9135 | 32.0% |
|
| 1 | 12038 | 42.1% |
|
| 2 | 5431 | 19.0% |
|
| 3 | 1347 | 4.7% |
|
| 4 | 429 | 1.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 44 | 0.2% |
|
| 7 | 15 | 0.1% |
|
| 8 | 3 | 0.0% |
|
| 9 | 4 | 0.0% |
|
| 10 | 2 | 0.0% |
|
tot_revenue_acrtn
Numeric
| Distinct count | 4078 |
|---|---|
| Unique (%) | 14.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -5.5583 |
|---|---|
| Minimum | -1342 |
| Maximum | 1190.2 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | -1342 |
|---|---|
| 5-th percentile | -24.283 |
| Q1 | -5.61 |
| Median | -2.02 |
| Q3 | -0.47 |
| 95-th percentile | 1.93 |
| Maximum | 1190.2 |
| Range | 2532.2 |
| Interquartile range | 5.14 |
Descriptive statistics
| Standard deviation | 20.964 |
|---|---|
| Coef of variation | -3.7716 |
| Kurtosis | 1396 |
| Mean | -5.5583 |
| MAD | 7.0157 |
| Skewness | 0.43079 |
| Sum | -158850 |
| Variance | 439.48 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0.01 | 199 | 0.7% |
|
| -1.57 | 106 | 0.4% |
|
| -1.45 | 97 | 0.3% |
|
| -1.38 | 90 | 0.3% |
|
| 0.02 | 81 | 0.3% |
|
| -1.65 | 76 | 0.3% |
|
| -1.2 | 74 | 0.3% |
|
| -1.32 | 73 | 0.3% |
|
| -1.5 | 71 | 0.2% |
|
| -1.21 | 70 | 0.2% |
|
| Other values (4068) | 27641 | 96.7% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -1341.96 | 1 | 0.0% |
|
| -779.22 | 1 | 0.0% |
|
| -343.53 | 1 | 0.0% |
|
| -341.12 | 1 | 0.0% |
|
| -334.27 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 273.61 | 1 | 0.0% |
|
| 435.0 | 1 | 0.0% |
|
| 813.66 | 1 | 0.0% |
|
| 1094.1 | 1 | 0.0% |
|
| 1190.2 | 1 | 0.0% |
|
usage_rev_acrtn
Numeric
| Distinct count | 505 |
|---|---|
| Unique (%) | 1.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.13779 |
|---|---|
| Minimum | -93.29 |
| Maximum | 1008.6 |
| Zeros (%) | 91.3% |
Quantile statistics
| Minimum | -93.29 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.22 |
| Maximum | 1008.6 |
| Range | 1101.9 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 7.8918 |
|---|---|
| Coef of variation | 57.274 |
| Kurtosis | 12386 |
| Mean | 0.13779 |
| MAD | 0.31338 |
| Skewness | 106.45 |
| Sum | 3937.8 |
| Variance | 62.28 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 26088 | 91.3% |
|
| 0.09 | 95 | 0.3% |
|
| 0.07 | 89 | 0.3% |
|
| 0.08 | 79 | 0.3% |
|
| 0.5 | 51 | 0.2% |
|
| 0.1 | 51 | 0.2% |
|
| 0.01 | 46 | 0.2% |
|
| 0.12 | 42 | 0.1% |
|
| 0.48 | 40 | 0.1% |
|
| 0.75 | 38 | 0.1% |
|
| Other values (495) | 1959 | 6.9% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -93.29 | 1 | 0.0% |
|
| -52.12 | 1 | 0.0% |
|
| -35.85 | 1 | 0.0% |
|
| -26.98 | 1 | 0.0% |
|
| -21.75 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 190.9 | 1 | 0.0% |
|
| 227.56 | 1 | 0.0% |
|
| 245.0 | 1 | 0.0% |
|
| 758.62 | 1 | 0.0% |
|
| 1008.59 | 1 | 0.0% |
|
voice_overage_amt
Numeric
| Distinct count | 602 |
|---|---|
| Unique (%) | 2.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.32765 |
|---|---|
| Minimum | 0 |
| Maximum | 772.2 |
| Zeros (%) | 91.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.33 |
| Maximum | 772.2 |
| Range | 772.2 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 8.5909 |
|---|---|
| Coef of variation | 26.22 |
| Kurtosis | 4943.4 |
| Mean | 0.32765 |
| MAD | 0.61301 |
| Skewness | 66.2 |
| Sum | 9363.5 |
| Variance | 73.803 |
| Memory size | 223.3 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 26208 | 91.7% |
|
| 0.07 | 97 | 0.3% |
|
| 0.09 | 85 | 0.3% |
|
| 0.06 | 66 | 0.2% |
|
| 0.08 | 54 | 0.2% |
|
| 0.14 | 43 | 0.2% |
|
| 0.12 | 40 | 0.1% |
|
| 0.04 | 40 | 0.1% |
|
| 0.19 | 36 | 0.1% |
|
| 0.16 | 35 | 0.1% |
|
| Other values (592) | 1874 | 6.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.0 | 26208 | 91.7% |
|
| 0.01 | 2 | 0.0% |
|
| 0.02 | 2 | 0.0% |
|
| 0.03 | 18 | 0.1% |
|
| 0.04 | 40 | 0.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 343.67 | 1 | 0.0% |
|
| 552.4 | 1 | 0.0% |
|
| 560.72 | 1 | 0.0% |
|
| 664.98 | 1 | 0.0% |
|
| 772.2 | 1 | 0.0% |
|
| cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | active_loan_cnt | birth_year | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | gl_late_fees_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | Customer_Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 56841 | 1 | 51 | 27 | 2164.37 | 1 | 0 | 1 | 1 | 1952 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 80.16 | 5.0 | 6.99 | 1.30 | -1.61 | -0.29 | 0.00 | 0.00 | 0.00 | 0.00 | 0 |
| 237065 | 1 | 51 | 27 | 1828.20 | 2 | 0 | 1 | 2 | 1932 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 67.71 | 0.0 | 0.00 | 1.48 | -3.27 | 0.00 | -0.78 | 0.00 | 0.00 | 0.00 | 0 |
| 62699 | 1 | 51 | 24 | 2805.00 | 1 | 1 | 1 | 1 | 1991 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 116.88 | 5.0 | -46.28 | 1.67 | -0.10 | -1.04 | 2.00 | 0.00 | 1.25 | 0.00 | 0 |
| 486254 | 1 | 51 | 29 | 3088.69 | 1 | 0 | 1 | 1 | 1962 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 106.51 | 70.0 | 370.00 | 0.00 | 0.76 | -1.21 | -0.10 | 0.00 | 10.34 | 0.00 | 0 |
| 104869 | 1 | 51 | 20 | 3415.30 | 4 | 0 | 4 | 4 | 1983 | 0 | 0 | 4 | 4 | 0 | 0 | 1 | 1 | 4 | 0 | 0 | 0 | 0 | 4 | 2 | 0 | 0 | 0 | 4 | 0 | 3 | 4 | 0 | 0 | 0 | 0 | 0 | 170.76 | 0.0 | 62.40 | 14.00 | -1.30 | 1.14 | 8.20 | 0.75 | 1.50 | 0.81 | 0 |
1. Recency - Low (50 - 750)
2. Frequency - Low to Medium High (2 to 28)
3. Monetary - Low to High
4. VoiceTextData_pplangrp_cnt - 1 to 5
5. Customer usually take Loans
6. IphoneDev_cnt - 67.6%
7. Total Revenue Acrtn - Negative
8. Some customers have voice overage
9. Customers mostly from TX
10. ARPU Amount - 128.36 (Mean)
11. billed_acct_size - 1.6 (Mean)
12. Birth Year - 1975 (Mean)
13. % of AT&T port in - 20.1%
14. % of Sprint_port in - 11.3%
15. % of T mobile port in - 12.5%
16. % of Android Devices - 42.2%
17. CA users - 49.3%
18. TX users - 26%
19. CommunicStore_chnl_cnt - 45.7%
20. Edge_contract_cnt - 85.8%
21. NewVZPlan_plan_cnt - 54.6%
22. SingleLine_plan_cnt - 2.4%
23. data_ovrg_Yes_cnt - 22%
24. tot_revenue_acrtn - -5.3379 (Mean)
df[df['Customer_Cluster']== 0].head(10)
| cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | active_loan_cnt | birth_year | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | gl_late_fees_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | Customer_Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 56841 | 1 | 51 | 27 | 2164.37 | 1 | 0 | 1 | 1 | 1952 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 80.16 | 5.0 | 6.99 | 1.30 | -1.61 | -0.29 | 0.00 | 0.00 | 0.00 | 0.00 | 0 |
| 237065 | 1 | 51 | 27 | 1828.20 | 2 | 0 | 1 | 2 | 1932 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 67.71 | 0.0 | 0.00 | 1.48 | -3.27 | 0.00 | -0.78 | 0.00 | 0.00 | 0.00 | 0 |
| 62699 | 1 | 51 | 24 | 2805.00 | 1 | 1 | 1 | 1 | 1991 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 116.88 | 5.0 | -46.28 | 1.67 | -0.10 | -1.04 | 2.00 | 0.00 | 1.25 | 0.00 | 0 |
| 486254 | 1 | 51 | 29 | 3088.69 | 1 | 0 | 1 | 1 | 1962 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 106.51 | 70.0 | 370.00 | 0.00 | 0.76 | -1.21 | -0.10 | 0.00 | 10.34 | 0.00 | 0 |
| 104869 | 1 | 51 | 20 | 3415.30 | 4 | 0 | 4 | 4 | 1983 | 0 | 0 | 4 | 4 | 0 | 0 | 1 | 1 | 4 | 0 | 0 | 0 | 0 | 4 | 2 | 0 | 0 | 0 | 4 | 0 | 3 | 4 | 0 | 0 | 0 | 0 | 0 | 170.76 | 0.0 | 62.40 | 14.00 | -1.30 | 1.14 | 8.20 | 0.75 | 1.50 | 0.81 | 0 |
| 586227 | 0 | 201 | 21 | 1861.50 | 3 | 0 | 3 | 0 | 1973 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 3 | 0 | 1 | 2 | 0 | 0 | 3 | 1 | 0 | 88.64 | 15.0 | 15.00 | 5.00 | -9.95 | -1.57 | 0.00 | 0.00 | 0.00 | 0.00 | 0 |
| 43505 | 0 | 477 | 13 | 2863.65 | 0 | 2 | 2 | 4 | 1976 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 2 | 2 | 0 | 2 | 0 | 2 | 2 | 0 | 0 | 220.28 | 0.0 | 0.00 | 16.92 | -5.58 | 0.00 | -0.02 | 0.00 | 0.00 | 0.00 | 0 |
| 427692 | 1 | 51 | 28 | 2792.51 | 0 | 1 | 1 | 1 | 1987 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 99.73 | 0.0 | -248.63 | 2.32 | 1.20 | 0.00 | 0.83 | 0.00 | 0.00 | 0.00 | 0 |
| 561895 | 1 | 51 | 22 | 2789.65 | 0 | 0 | 1 | 1 | 1973 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 126.80 | 20.0 | 64.75 | 0.00 | 2.04 | 0.00 | 2.75 | 0.00 | 0.00 | 2.03 | 0 |
| 526904 | 1 | 51 | 22 | 3572.31 | 0 | 0 | 2 | 2 | 1981 | 2 | 1 | 2 | 2 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 2 | 0 | 0 | 2 | 0 | 0 | 162.38 | 0.0 | 1.99 | 0.00 | -6.95 | 0.00 | 0.85 | 0.00 | 0.00 | 0.00 | 0 |
Cluster 0 contains customers with medium low monetary values and are in the process of churning. We can name this cluster as "Silver"
profile2 = pandas_profiling.ProfileReport(df[df['Customer_Cluster']== 1])
profile2
Dataset info
| Number of variables | 48 |
|---|---|
| Number of observations | 9187 |
| Total Missing (%) | 0.0% |
| Total size in memory | 3.3 MiB |
| Average record size in memory | 380.0 B |
Variables types
| Numeric | 44 |
|---|---|
| Categorical | 0 |
| Boolean | 1 |
| Date | 0 |
| Text (Unique) | 0 |
| Rejected | 3 |
| Unsupported | 0 |
Warnings
ATT_port_cnt has 6074 / 66.1% zeros ZerosAndroidDev_cnt has 3838 / 41.8% zeros ZerosBasicDev_cnt has 8704 / 94.7% zeros ZerosBeyondUnlmtd_plan_cnt has 7566 / 82.4% zeros ZerosCA_state_cd has 4856 / 52.9% zeros ZerosCommunicStore_chnl_cnt has 3201 / 34.8% zeros ZerosCustomer_Cluster has constant value 1 RejectedDataOnly_Revtype_cnt has 4860 / 52.9% zeros ZerosFamTeens_cnt has 5743 / 62.5% zeros ZerosGoUnlimit_plan_cnt has 6038 / 65.7% zeros ZerosHispanic_ethnicity_cnt has 5713 / 62.2% zeros ZerosIphoneDev_cnt has 1131 / 12.3% zeros ZerosLocalRetailer_chnl_cnt has 6553 / 71.3% zeros ZerosMTM_contract_cnt has 404 / 4.4% zeros ZerosMatureAdults_cnt has 7948 / 86.5% zeros ZerosNewVZPlan_plan_cnt has 7039 / 76.6% zeros ZerosPurch_equip_cnt has 4309 / 46.9% zeros ZerosSingleLine_plan_cnt has 8917 / 97.1% zeros ZerosSngleCpleKids_cnt has 4888 / 53.2% zeros ZerosSprint_port_cnt has 6870 / 74.8% zeros ZerosTX_state_cd has 6016 / 65.5% zeros ZerosT_Mobile_port_cnt has 7187 / 78.2% zeros ZerosTwoYear_contract_cnt has 6178 / 67.2% zeros ZerosVerizonUNL_plan_cnt has 3277 / 35.7% zeros ZerosVoiceOnly_pplangrp_cnt is highly correlated with SingleLine_plan_cnt (ρ = 0.92249) RejectedWearablDev_cnt has 6887 / 75.0% zeros Zerosaccess_rev_acrtn has 2913 / 31.7% zeros Zerosbirth_year is highly skewed (γ1 = -57.739) Skeweddata_overage_amt is highly skewed (γ1 = 90.247) Skeweddata_overage_amt has 8268 / 90.0% zeros Zerosdata_ovrg_Yes_cnt has 8255 / 89.9% zeros Zeroseqp_rev_acrtn is highly correlated with tot_revenue_acrtn (ρ = 0.97215) Rejectedgl_late_fees_amt has 2249 / 24.5% zeros Zerosgl_nonrecur_rev_amt has 694 / 7.6% zeros Zeroshandset_paychnl_cnt has 3193 / 34.8% zeros Zerospplan_access_acrtn has 3213 / 35.0% zeros Zerosrecurring_paychnl_cnt has 2466 / 26.8% zeros Zerostot_revenue_acrtn is highly skewed (γ1 = -33.286) Skewedusage_rev_acrtn is highly skewed (γ1 = 35.313) Skewedusage_rev_acrtn has 7749 / 84.3% zeros Zerosvoice_overage_amt is highly skewed (γ1 = 54.863) Skewedvoice_overage_amt has 7784 / 84.7% zeros ZerosATT_port_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.83259 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros (%) | 66.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.3827 |
|---|---|
| Coef of variation | 1.6607 |
| Kurtosis | 1.9383 |
| Mean | 0.83259 |
| MAD | 1.1009 |
| Skewness | 1.639 |
| Sum | 7649 |
| Variance | 1.9119 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 6074 | 66.1% |
|
| 2 | 898 | 9.8% |
|
| 1 | 870 | 9.5% |
|
| 3 | 664 | 7.2% |
|
| 4 | 485 | 5.3% |
|
| 5 | 145 | 1.6% |
|
| 6 | 36 | 0.4% |
|
| 7 | 11 | 0.1% |
|
| 8 | 3 | 0.0% |
|
| 9 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6074 | 66.1% |
|
| 1 | 870 | 9.5% |
|
| 2 | 898 | 9.8% |
|
| 3 | 664 | 7.2% |
|
| 4 | 485 | 5.3% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 145 | 1.6% |
|
| 6 | 36 | 0.4% |
|
| 7 | 11 | 0.1% |
|
| 8 | 3 | 0.0% |
|
| 9 | 1 | 0.0% |
|
AndroidDev_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.2865 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 41.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.4425 |
|---|---|
| Coef of variation | 1.1213 |
| Kurtosis | 1.0588 |
| Mean | 1.2865 |
| MAD | 1.1912 |
| Skewness | 1.1159 |
| Sum | 11819 |
| Variance | 2.0808 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3838 | 41.8% |
|
| 1 | 1865 | 20.3% |
|
| 2 | 1698 | 18.5% |
|
| 3 | 989 | 10.8% |
|
| 4 | 522 | 5.7% |
|
| 5 | 185 | 2.0% |
|
| 6 | 67 | 0.7% |
|
| 7 | 14 | 0.2% |
|
| 8 | 6 | 0.1% |
|
| 11 | 1 | 0.0% |
|
| Other values (2) | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3838 | 41.8% |
|
| 1 | 1865 | 20.3% |
|
| 2 | 1698 | 18.5% |
|
| 3 | 989 | 10.8% |
|
| 4 | 522 | 5.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 14 | 0.2% |
|
| 8 | 6 | 0.1% |
|
| 9 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 11 | 1 | 0.0% |
|
BasicDev_cnt
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.063133 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros (%) | 94.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.29165 |
|---|---|
| Coef of variation | 4.6197 |
| Kurtosis | 43.247 |
| Mean | 0.063133 |
| MAD | 0.11963 |
| Skewness | 5.757 |
| Sum | 580 |
| Variance | 0.085062 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 8704 | 94.7% |
|
| 1 | 403 | 4.4% |
|
| 2 | 67 | 0.7% |
|
| 3 | 10 | 0.1% |
|
| 4 | 2 | 0.0% |
|
| 5 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8704 | 94.7% |
|
| 1 | 403 | 4.4% |
|
| 2 | 67 | 0.7% |
|
| 3 | 10 | 0.1% |
|
| 4 | 2 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 403 | 4.4% |
|
| 2 | 67 | 0.7% |
|
| 3 | 10 | 0.1% |
|
| 4 | 2 | 0.0% |
|
| 5 | 1 | 0.0% |
|
BeyondUnlmtd_plan_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.75052 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 82.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 1.7499 |
|---|---|
| Coef of variation | 2.3316 |
| Kurtosis | 4.3975 |
| Mean | 0.75052 |
| MAD | 1.2362 |
| Skewness | 2.2849 |
| Sum | 6895 |
| Variance | 3.0623 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 7566 | 82.4% |
|
| 4 | 449 | 4.9% |
|
| 5 | 349 | 3.8% |
|
| 3 | 330 | 3.6% |
|
| 6 | 172 | 1.9% |
|
| 2 | 172 | 1.9% |
|
| 7 | 80 | 0.9% |
|
| 1 | 23 | 0.3% |
|
| 8 | 21 | 0.2% |
|
| 9 | 16 | 0.2% |
|
| Other values (2) | 9 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 7566 | 82.4% |
|
| 1 | 23 | 0.3% |
|
| 2 | 172 | 1.9% |
|
| 3 | 330 | 3.6% |
|
| 4 | 449 | 4.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 80 | 0.9% |
|
| 8 | 21 | 0.2% |
|
| 9 | 16 | 0.2% |
|
| 10 | 6 | 0.1% |
|
| 11 | 3 | 0.0% |
|
CA_state_cd
Numeric
| Distinct count | 15 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.1836 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros (%) | 52.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 2.5767 |
|---|---|
| Coef of variation | 1.18 |
| Kurtosis | -0.42308 |
| Mean | 2.1836 |
| MAD | 2.3215 |
| Skewness | 0.7601 |
| Sum | 20061 |
| Variance | 6.6391 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 4856 | 52.9% |
|
| 4 | 1220 | 13.3% |
|
| 5 | 1001 | 10.9% |
|
| 3 | 744 | 8.1% |
|
| 6 | 554 | 6.0% |
|
| 2 | 294 | 3.2% |
|
| 7 | 283 | 3.1% |
|
| 8 | 127 | 1.4% |
|
| 9 | 41 | 0.4% |
|
| 10 | 36 | 0.4% |
|
| Other values (5) | 31 | 0.3% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4856 | 52.9% |
|
| 1 | 5 | 0.1% |
|
| 2 | 294 | 3.2% |
|
| 3 | 744 | 8.1% |
|
| 4 | 1220 | 13.3% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 10 | 36 | 0.4% |
|
| 11 | 18 | 0.2% |
|
| 12 | 4 | 0.0% |
|
| 13 | 1 | 0.0% |
|
| 14 | 3 | 0.0% |
|
CommunicStore_chnl_cnt
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.2117 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros (%) | 34.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 2 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 2.126 |
|---|---|
| Coef of variation | 0.96124 |
| Kurtosis | -0.2623 |
| Mean | 2.2117 |
| MAD | 1.8264 |
| Skewness | 0.6411 |
| Sum | 20319 |
| Variance | 4.5198 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3201 | 34.8% |
|
| 4 | 1281 | 13.9% |
|
| 3 | 1273 | 13.9% |
|
| 2 | 1093 | 11.9% |
|
| 1 | 890 | 9.7% |
|
| 5 | 819 | 8.9% |
|
| 6 | 368 | 4.0% |
|
| 7 | 166 | 1.8% |
|
| 8 | 63 | 0.7% |
|
| 10 | 13 | 0.1% |
|
| Other values (3) | 20 | 0.2% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3201 | 34.8% |
|
| 1 | 890 | 9.7% |
|
| 2 | 1093 | 11.9% |
|
| 3 | 1273 | 13.9% |
|
| 4 | 1281 | 13.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 63 | 0.7% |
|
| 9 | 11 | 0.1% |
|
| 10 | 13 | 0.1% |
|
| 11 | 8 | 0.1% |
|
| 14 | 1 | 0.0% |
|
Customer_Cluster
Constant
This variable is constant and should be ignored for analysis
| Constant value | 1 |
|---|
DataOnly_Revtype_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.70905 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros (%) | 52.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.9594 |
|---|---|
| Coef of variation | 1.3531 |
| Kurtosis | 9.6919 |
| Mean | 0.70905 |
| MAD | 0.75018 |
| Skewness | 2.0909 |
| Sum | 6514 |
| Variance | 0.92045 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 4860 | 52.9% |
|
| 1 | 2805 | 30.5% |
|
| 2 | 1085 | 11.8% |
|
| 3 | 298 | 3.2% |
|
| 4 | 93 | 1.0% |
|
| 5 | 29 | 0.3% |
|
| 6 | 7 | 0.1% |
|
| 7 | 4 | 0.0% |
|
| 9 | 2 | 0.0% |
|
| 8 | 2 | 0.0% |
|
| Other values (2) | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4860 | 52.9% |
|
| 1 | 2805 | 30.5% |
|
| 2 | 1085 | 11.8% |
|
| 3 | 298 | 3.2% |
|
| 4 | 93 | 1.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 4 | 0.0% |
|
| 8 | 2 | 0.0% |
|
| 9 | 2 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 14 | 1 | 0.0% |
|
Edge_contract_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.3788 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 0.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.2684 |
|---|---|
| Coef of variation | 0.37539 |
| Kurtosis | 1.4331 |
| Mean | 3.3788 |
| MAD | 1.0137 |
| Skewness | 0.58013 |
| Sum | 31041 |
| Variance | 1.6087 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 3 | 2838 | 30.9% |
|
| 4 | 2536 | 27.6% |
|
| 2 | 2035 | 22.2% |
|
| 5 | 1025 | 11.2% |
|
| 6 | 325 | 3.5% |
|
| 1 | 211 | 2.3% |
|
| 7 | 85 | 0.9% |
|
| 0 | 81 | 0.9% |
|
| 8 | 35 | 0.4% |
|
| 9 | 11 | 0.1% |
|
| Other values (2) | 5 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 81 | 0.9% |
|
| 1 | 211 | 2.3% |
|
| 2 | 2035 | 22.2% |
|
| 3 | 2838 | 30.9% |
|
| 4 | 2536 | 27.6% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 85 | 0.9% |
|
| 8 | 35 | 0.4% |
|
| 9 | 11 | 0.1% |
|
| 10 | 4 | 0.0% |
|
| 13 | 1 | 0.0% |
|
FamTeens_cnt
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.5643 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros (%) | 62.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 2.2322 |
|---|---|
| Coef of variation | 1.427 |
| Kurtosis | 0.16323 |
| Mean | 1.5643 |
| MAD | 1.962 |
| Skewness | 1.1129 |
| Sum | 14371 |
| Variance | 4.9827 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 5743 | 62.5% |
|
| 4 | 1022 | 11.1% |
|
| 3 | 716 | 7.8% |
|
| 5 | 685 | 7.5% |
|
| 2 | 395 | 4.3% |
|
| 6 | 323 | 3.5% |
|
| 7 | 153 | 1.7% |
|
| 8 | 57 | 0.6% |
|
| 1 | 51 | 0.6% |
|
| 9 | 24 | 0.3% |
|
| Other values (4) | 18 | 0.2% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 5743 | 62.5% |
|
| 1 | 51 | 0.6% |
|
| 2 | 395 | 4.3% |
|
| 3 | 716 | 7.8% |
|
| 4 | 1022 | 11.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 24 | 0.3% |
|
| 10 | 14 | 0.2% |
|
| 11 | 2 | 0.0% |
|
| 12 | 1 | 0.0% |
|
| 14 | 1 | 0.0% |
|
GoUnlimit_plan_cnt
Numeric
| Distinct count | 15 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.4868 |
|---|---|
| Minimum | 0 |
| Maximum | 16 |
| Zeros (%) | 65.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 2.2902 |
|---|---|
| Coef of variation | 1.5404 |
| Kurtosis | 0.66921 |
| Mean | 1.4868 |
| MAD | 1.9677 |
| Skewness | 1.2882 |
| Sum | 13659 |
| Variance | 5.2448 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 6038 | 65.7% |
|
| 4 | 921 | 10.0% |
|
| 5 | 643 | 7.0% |
|
| 3 | 497 | 5.4% |
|
| 6 | 368 | 4.0% |
|
| 2 | 290 | 3.2% |
|
| 7 | 172 | 1.9% |
|
| 1 | 126 | 1.4% |
|
| 8 | 82 | 0.9% |
|
| 9 | 27 | 0.3% |
|
| Other values (5) | 23 | 0.3% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6038 | 65.7% |
|
| 1 | 126 | 1.4% |
|
| 2 | 290 | 3.2% |
|
| 3 | 497 | 5.4% |
|
| 4 | 921 | 10.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 10 | 12 | 0.1% |
|
| 11 | 5 | 0.1% |
|
| 12 | 4 | 0.0% |
|
| 13 | 1 | 0.0% |
|
| 16 | 1 | 0.0% |
|
Hispanic_ethnicity_cnt
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.6923 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros (%) | 62.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 2.3817 |
|---|---|
| Coef of variation | 1.4074 |
| Kurtosis | 0.10114 |
| Mean | 1.6923 |
| MAD | 2.1068 |
| Skewness | 1.0787 |
| Sum | 15547 |
| Variance | 5.6727 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 5713 | 62.2% |
|
| 4 | 1022 | 11.1% |
|
| 5 | 778 | 8.5% |
|
| 3 | 648 | 7.1% |
|
| 6 | 399 | 4.3% |
|
| 2 | 269 | 2.9% |
|
| 7 | 191 | 2.1% |
|
| 8 | 91 | 1.0% |
|
| 9 | 28 | 0.3% |
|
| 10 | 18 | 0.2% |
|
| Other values (4) | 30 | 0.3% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 5713 | 62.2% |
|
| 1 | 14 | 0.2% |
|
| 2 | 269 | 2.9% |
|
| 3 | 648 | 7.1% |
|
| 4 | 1022 | 11.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 28 | 0.3% |
|
| 10 | 18 | 0.2% |
|
| 11 | 12 | 0.1% |
|
| 12 | 3 | 0.0% |
|
| 14 | 1 | 0.0% |
|
IphoneDev_cnt
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.5138 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros (%) | 12.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.6074 |
|---|---|
| Coef of variation | 0.63945 |
| Kurtosis | 0.80458 |
| Mean | 2.5138 |
| MAD | 1.2962 |
| Skewness | 0.50428 |
| Sum | 23094 |
| Variance | 2.5838 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 2 | 2387 | 26.0% |
|
| 3 | 2021 | 22.0% |
|
| 4 | 1531 | 16.7% |
|
| 1 | 1245 | 13.6% |
|
| 0 | 1131 | 12.3% |
|
| 5 | 551 | 6.0% |
|
| 6 | 197 | 2.1% |
|
| 7 | 73 | 0.8% |
|
| 8 | 32 | 0.3% |
|
| 9 | 13 | 0.1% |
|
| Other values (3) | 6 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1131 | 12.3% |
|
| 1 | 1245 | 13.6% |
|
| 2 | 2387 | 26.0% |
|
| 3 | 2021 | 22.0% |
|
| 4 | 1531 | 16.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 32 | 0.3% |
|
| 9 | 13 | 0.1% |
|
| 10 | 4 | 0.0% |
|
| 13 | 1 | 0.0% |
|
| 14 | 1 | 0.0% |
|
LocalRetailer_chnl_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.82682 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 71.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.5868 |
|---|---|
| Coef of variation | 1.9191 |
| Kurtosis | 4.0787 |
| Mean | 0.82682 |
| MAD | 1.1795 |
| Skewness | 2.0839 |
| Sum | 7596 |
| Variance | 2.5179 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 6553 | 71.3% |
|
| 1 | 705 | 7.7% |
|
| 2 | 544 | 5.9% |
|
| 3 | 484 | 5.3% |
|
| 4 | 457 | 5.0% |
|
| 5 | 264 | 2.9% |
|
| 6 | 110 | 1.2% |
|
| 7 | 41 | 0.4% |
|
| 8 | 15 | 0.2% |
|
| 9 | 8 | 0.1% |
|
| Other values (2) | 6 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6553 | 71.3% |
|
| 1 | 705 | 7.7% |
|
| 2 | 544 | 5.9% |
|
| 3 | 484 | 5.3% |
|
| 4 | 457 | 5.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 41 | 0.4% |
|
| 8 | 15 | 0.2% |
|
| 9 | 8 | 0.1% |
|
| 10 | 2 | 0.0% |
|
| 11 | 4 | 0.0% |
|
MTM_contract_cnt
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.6348 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 4.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 2 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.459 |
|---|---|
| Coef of variation | 0.55374 |
| Kurtosis | 1.9372 |
| Mean | 2.6348 |
| MAD | 1.1641 |
| Skewness | 0.82121 |
| Sum | 24206 |
| Variance | 2.1287 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 2 | 2848 | 31.0% |
|
| 3 | 1998 | 21.7% |
|
| 4 | 1632 | 17.8% |
|
| 1 | 1514 | 16.5% |
|
| 5 | 502 | 5.5% |
|
| 0 | 404 | 4.4% |
|
| 6 | 170 | 1.9% |
|
| 7 | 57 | 0.6% |
|
| 8 | 35 | 0.4% |
|
| 9 | 13 | 0.1% |
|
| Other values (4) | 14 | 0.2% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 404 | 4.4% |
|
| 1 | 1514 | 16.5% |
|
| 2 | 2848 | 31.0% |
|
| 3 | 1998 | 21.7% |
|
| 4 | 1632 | 17.8% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 13 | 0.1% |
|
| 10 | 9 | 0.1% |
|
| 11 | 3 | 0.0% |
|
| 12 | 1 | 0.0% |
|
| 13 | 1 | 0.0% |
|
MatureAdults_cnt
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.58136 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 86.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 1.5836 |
|---|---|
| Coef of variation | 2.724 |
| Kurtosis | 7.8195 |
| Mean | 0.58136 |
| MAD | 1.0059 |
| Skewness | 2.8208 |
| Sum | 5341 |
| Variance | 2.5079 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 7948 | 86.5% |
|
| 4 | 376 | 4.1% |
|
| 3 | 278 | 3.0% |
|
| 5 | 239 | 2.6% |
|
| 6 | 141 | 1.5% |
|
| 2 | 94 | 1.0% |
|
| 7 | 54 | 0.6% |
|
| 8 | 21 | 0.2% |
|
| 1 | 15 | 0.2% |
|
| 9 | 9 | 0.1% |
|
| Other values (4) | 12 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 7948 | 86.5% |
|
| 1 | 15 | 0.2% |
|
| 2 | 94 | 1.0% |
|
| 3 | 278 | 3.0% |
|
| 4 | 376 | 4.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 9 | 0.1% |
|
| 10 | 5 | 0.1% |
|
| 11 | 3 | 0.0% |
|
| 12 | 3 | 0.0% |
|
| 13 | 1 | 0.0% |
|
NewVZPlan_plan_cnt
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.70698 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 76.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 1.489 |
|---|---|
| Coef of variation | 2.1062 |
| Kurtosis | 5.5447 |
| Mean | 0.70698 |
| MAD | 1.0834 |
| Skewness | 2.3142 |
| Sum | 6495 |
| Variance | 2.2172 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 7039 | 76.6% |
|
| 2 | 586 | 6.4% |
|
| 3 | 494 | 5.4% |
|
| 4 | 408 | 4.4% |
|
| 1 | 336 | 3.7% |
|
| 5 | 186 | 2.0% |
|
| 6 | 76 | 0.8% |
|
| 7 | 33 | 0.4% |
|
| 8 | 16 | 0.2% |
|
| 9 | 7 | 0.1% |
|
| Other values (3) | 6 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 7039 | 76.6% |
|
| 1 | 336 | 3.7% |
|
| 2 | 586 | 6.4% |
|
| 3 | 494 | 5.4% |
|
| 4 | 408 | 4.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 16 | 0.2% |
|
| 9 | 7 | 0.1% |
|
| 10 | 3 | 0.0% |
|
| 11 | 2 | 0.0% |
|
| 13 | 1 | 0.0% |
|
Purch_equip_cnt
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.98345 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros (%) | 46.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.3211 |
|---|---|
| Coef of variation | 1.3433 |
| Kurtosis | 8.2227 |
| Mean | 0.98345 |
| MAD | 0.92254 |
| Skewness | 2.2373 |
| Sum | 9035 |
| Variance | 1.7452 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 4309 | 46.9% |
|
| 1 | 2603 | 28.3% |
|
| 2 | 1310 | 14.3% |
|
| 3 | 504 | 5.5% |
|
| 4 | 249 | 2.7% |
|
| 5 | 101 | 1.1% |
|
| 6 | 50 | 0.5% |
|
| 7 | 29 | 0.3% |
|
| 8 | 13 | 0.1% |
|
| 9 | 9 | 0.1% |
|
| Other values (4) | 10 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4309 | 46.9% |
|
| 1 | 2603 | 28.3% |
|
| 2 | 1310 | 14.3% |
|
| 3 | 504 | 5.5% |
|
| 4 | 249 | 2.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 9 | 0.1% |
|
| 10 | 4 | 0.0% |
|
| 11 | 3 | 0.0% |
|
| 12 | 2 | 0.0% |
|
| 14 | 1 | 0.0% |
|
SingleLine_plan_cnt
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.037227 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 97.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.26504 |
|---|---|
| Coef of variation | 7.1196 |
| Kurtosis | 672.31 |
| Mean | 0.037227 |
| MAD | 0.072265 |
| Skewness | 18.034 |
| Sum | 342 |
| Variance | 0.070245 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 8917 | 97.1% |
|
| 1 | 225 | 2.4% |
|
| 2 | 31 | 0.3% |
|
| 3 | 11 | 0.1% |
|
| 13 | 1 | 0.0% |
|
| 5 | 1 | 0.0% |
|
| 4 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8917 | 97.1% |
|
| 1 | 225 | 2.4% |
|
| 2 | 31 | 0.3% |
|
| 3 | 11 | 0.1% |
|
| 4 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2 | 31 | 0.3% |
|
| 3 | 11 | 0.1% |
|
| 4 | 1 | 0.0% |
|
| 5 | 1 | 0.0% |
|
| 13 | 1 | 0.0% |
|
SngleCpleKids_cnt
Numeric
| Distinct count | 15 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.0078 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros (%) | 53.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 2.4079 |
|---|---|
| Coef of variation | 1.1992 |
| Kurtosis | -0.27574 |
| Mean | 2.0078 |
| MAD | 2.1461 |
| Skewness | 0.81718 |
| Sum | 18446 |
| Variance | 5.7979 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 4888 | 53.2% |
|
| 4 | 1224 | 13.3% |
|
| 3 | 918 | 10.0% |
|
| 5 | 877 | 9.5% |
|
| 6 | 437 | 4.8% |
|
| 2 | 433 | 4.7% |
|
| 7 | 218 | 2.4% |
|
| 8 | 80 | 0.9% |
|
| 1 | 40 | 0.4% |
|
| 9 | 29 | 0.3% |
|
| Other values (5) | 43 | 0.5% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4888 | 53.2% |
|
| 1 | 40 | 0.4% |
|
| 2 | 433 | 4.7% |
|
| 3 | 918 | 10.0% |
|
| 4 | 1224 | 13.3% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 10 | 25 | 0.3% |
|
| 11 | 13 | 0.1% |
|
| 12 | 3 | 0.0% |
|
| 13 | 1 | 0.0% |
|
| 14 | 1 | 0.0% |
|
Sprint_port_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.63492 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 74.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.2612 |
|---|---|
| Coef of variation | 1.9864 |
| Kurtosis | 3.4123 |
| Mean | 0.63492 |
| MAD | 0.94958 |
| Skewness | 2.0203 |
| Sum | 5833 |
| Variance | 1.5906 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 6870 | 74.8% |
|
| 2 | 713 | 7.8% |
|
| 1 | 563 | 6.1% |
|
| 3 | 500 | 5.4% |
|
| 4 | 405 | 4.4% |
|
| 5 | 103 | 1.1% |
|
| 6 | 26 | 0.3% |
|
| 7 | 5 | 0.1% |
|
| 10 | 1 | 0.0% |
|
| 8 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6870 | 74.8% |
|
| 1 | 563 | 6.1% |
|
| 2 | 713 | 7.8% |
|
| 3 | 500 | 5.4% |
|
| 4 | 405 | 4.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 103 | 1.1% |
|
| 6 | 26 | 0.3% |
|
| 7 | 5 | 0.1% |
|
| 8 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
TX_state_cd
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.4972 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros (%) | 65.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 2.2544 |
|---|---|
| Coef of variation | 1.5057 |
| Kurtosis | 0.41746 |
| Mean | 1.4972 |
| MAD | 1.9614 |
| Skewness | 1.2174 |
| Sum | 13755 |
| Variance | 5.0822 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 6016 | 65.5% |
|
| 4 | 925 | 10.1% |
|
| 3 | 694 | 7.6% |
|
| 5 | 663 | 7.2% |
|
| 6 | 321 | 3.5% |
|
| 2 | 282 | 3.1% |
|
| 7 | 167 | 1.8% |
|
| 8 | 63 | 0.7% |
|
| 9 | 29 | 0.3% |
|
| 10 | 18 | 0.2% |
|
| Other values (4) | 9 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6016 | 65.5% |
|
| 1 | 5 | 0.1% |
|
| 2 | 282 | 3.1% |
|
| 3 | 694 | 7.6% |
|
| 4 | 925 | 10.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 29 | 0.3% |
|
| 10 | 18 | 0.2% |
|
| 11 | 1 | 0.0% |
|
| 12 | 2 | 0.0% |
|
| 14 | 1 | 0.0% |
|
T_Mobile_port_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.53206 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros (%) | 78.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 1.1834 |
|---|---|
| Coef of variation | 2.2243 |
| Kurtosis | 5.8383 |
| Mean | 0.53206 |
| MAD | 0.83246 |
| Skewness | 2.4421 |
| Sum | 4888 |
| Variance | 1.4005 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 7187 | 78.2% |
|
| 1 | 589 | 6.4% |
|
| 2 | 576 | 6.3% |
|
| 3 | 383 | 4.2% |
|
| 4 | 321 | 3.5% |
|
| 5 | 94 | 1.0% |
|
| 6 | 24 | 0.3% |
|
| 7 | 6 | 0.1% |
|
| 8 | 5 | 0.1% |
|
| 9 | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 7187 | 78.2% |
|
| 1 | 589 | 6.4% |
|
| 2 | 576 | 6.3% |
|
| 3 | 383 | 4.2% |
|
| 4 | 321 | 3.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 94 | 1.0% |
|
| 6 | 24 | 0.3% |
|
| 7 | 6 | 0.1% |
|
| 8 | 5 | 0.1% |
|
| 9 | 2 | 0.0% |
|
TwoYear_contract_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.47056 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros (%) | 67.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.82543 |
|---|---|
| Coef of variation | 1.7542 |
| Kurtosis | 16.554 |
| Mean | 0.47056 |
| MAD | 0.63287 |
| Skewness | 2.7698 |
| Sum | 4323 |
| Variance | 0.68134 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 6178 | 67.2% |
|
| 1 | 2099 | 22.8% |
|
| 2 | 639 | 7.0% |
|
| 3 | 191 | 2.1% |
|
| 4 | 54 | 0.6% |
|
| 5 | 15 | 0.2% |
|
| 6 | 6 | 0.1% |
|
| 7 | 3 | 0.0% |
|
| 14 | 1 | 0.0% |
|
| 11 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6178 | 67.2% |
|
| 1 | 2099 | 22.8% |
|
| 2 | 639 | 7.0% |
|
| 3 | 191 | 2.1% |
|
| 4 | 54 | 0.6% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 15 | 0.2% |
|
| 6 | 6 | 0.1% |
|
| 7 | 3 | 0.0% |
|
| 11 | 1 | 0.0% |
|
| 14 | 1 | 0.0% |
|
VerizonUNL_plan_cnt
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.5774 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros (%) | 35.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 2.3543 |
|---|---|
| Coef of variation | 0.91342 |
| Kurtosis | -0.45352 |
| Mean | 2.5774 |
| MAD | 2.0311 |
| Skewness | 0.47325 |
| Sum | 23679 |
| Variance | 5.5427 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3277 | 35.7% |
|
| 4 | 1524 | 16.6% |
|
| 3 | 1340 | 14.6% |
|
| 5 | 1031 | 11.2% |
|
| 2 | 776 | 8.4% |
|
| 6 | 521 | 5.7% |
|
| 1 | 276 | 3.0% |
|
| 7 | 247 | 2.7% |
|
| 8 | 105 | 1.1% |
|
| 10 | 42 | 0.5% |
|
| Other values (4) | 48 | 0.5% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3277 | 35.7% |
|
| 1 | 276 | 3.0% |
|
| 2 | 776 | 8.4% |
|
| 3 | 1340 | 14.6% |
|
| 4 | 1524 | 16.6% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 34 | 0.4% |
|
| 10 | 42 | 0.5% |
|
| 11 | 11 | 0.1% |
|
| 12 | 2 | 0.0% |
|
| 14 | 1 | 0.0% |
|
VoiceOnly_pplangrp_cnt
Highly correlated
This variable is highly correlated with SingleLine_plan_cnt and should be ignored for analysis
| Correlation | 0.92249 |
|---|
WearablDev_cnt
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.34679 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros (%) | 75.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.68729 |
|---|---|
| Coef of variation | 1.9818 |
| Kurtosis | 7.9117 |
| Mean | 0.34679 |
| MAD | 0.51995 |
| Skewness | 2.4023 |
| Sum | 3186 |
| Variance | 0.47236 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 6887 | 75.0% |
|
| 1 | 1589 | 17.3% |
|
| 2 | 579 | 6.3% |
|
| 3 | 104 | 1.1% |
|
| 4 | 20 | 0.2% |
|
| 6 | 4 | 0.0% |
|
| 5 | 3 | 0.0% |
|
| 8 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6887 | 75.0% |
|
| 1 | 1589 | 17.3% |
|
| 2 | 579 | 6.3% |
|
| 3 | 104 | 1.1% |
|
| 4 | 20 | 0.2% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3 | 104 | 1.1% |
|
| 4 | 20 | 0.2% |
|
| 5 | 3 | 0.0% |
|
| 6 | 4 | 0.0% |
|
| 8 | 1 | 0.0% |
|
access_rev_acrtn
Numeric
| Distinct count | 1457 |
|---|---|
| Unique (%) | 15.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -0.9712 |
|---|---|
| Minimum | -56.78 |
| Maximum | 21.38 |
| Zeros (%) | 31.7% |
Quantile statistics
| Minimum | -56.78 |
|---|---|
| 5-th percentile | -5.52 |
| Q1 | -2.38 |
| Median | -0.67 |
| Q3 | 0 |
| 95-th percentile | 4.11 |
| Maximum | 21.38 |
| Range | 78.16 |
| Interquartile range | 2.38 |
Descriptive statistics
| Standard deviation | 3.209 |
|---|---|
| Coef of variation | -3.3041 |
| Kurtosis | 22.336 |
| Mean | -0.9712 |
| MAD | 2.0205 |
| Skewness | -0.68663 |
| Sum | -8922.4 |
| Variance | 10.297 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 2913 | 31.7% |
|
| -1.26 | 79 | 0.9% |
|
| -1.22 | 60 | 0.7% |
|
| -1.47 | 58 | 0.6% |
|
| -1.9 | 56 | 0.6% |
|
| -1.31 | 56 | 0.6% |
|
| -1.36 | 50 | 0.5% |
|
| -2.5 | 46 | 0.5% |
|
| -1.83 | 45 | 0.5% |
|
| -0.98 | 42 | 0.5% |
|
| Other values (1447) | 5782 | 62.9% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -56.78 | 1 | 0.0% |
|
| -50.32 | 1 | 0.0% |
|
| -27.5 | 1 | 0.0% |
|
| -27.38 | 1 | 0.0% |
|
| -25.29 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 16.44 | 1 | 0.0% |
|
| 17.58 | 1 | 0.0% |
|
| 19.41 | 1 | 0.0% |
|
| 20.05 | 1 | 0.0% |
|
| 21.38 | 1 | 0.0% |
|
active_loan_cnt
Numeric
| Distinct count | 58 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 15.867 |
|---|---|
| Minimum | 0 |
| Maximum | 169 |
| Zeros (%) | 0.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 9 |
| Median | 15 |
| Q3 | 20 |
| 95-th percentile | 36 |
| Maximum | 169 |
| Range | 169 |
| Interquartile range | 11 |
Descriptive statistics
| Standard deviation | 11.052 |
|---|---|
| Coef of variation | 0.69655 |
| Kurtosis | 12.674 |
| Mean | 15.867 |
| MAD | 7.7759 |
| Skewness | 2.3511 |
| Sum | 145770 |
| Variance | 122.15 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 16 | 1337 | 14.6% |
|
| 9 | 1225 | 13.3% |
|
| 12 | 1013 | 11.0% |
|
| 4 | 780 | 8.5% |
|
| 20 | 704 | 7.7% |
|
| 6 | 647 | 7.0% |
|
| 25 | 542 | 5.9% |
|
| 15 | 427 | 4.6% |
|
| 8 | 397 | 4.3% |
|
| 24 | 335 | 3.6% |
|
| Other values (48) | 1780 | 19.4% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 78 | 0.8% |
|
| 1 | 8 | 0.1% |
|
| 2 | 32 | 0.3% |
|
| 3 | 34 | 0.4% |
|
| 4 | 780 | 8.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 100 | 1 | 0.0% |
|
| 108 | 1 | 0.0% |
|
| 110 | 1 | 0.0% |
|
| 140 | 1 | 0.0% |
|
| 169 | 1 | 0.0% |
|
arpu_amt
Numeric
| Distinct count | 7258 |
|---|---|
| Unique (%) | 79.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 307.39 |
|---|---|
| Minimum | 135.3 |
| Maximum | 3843.4 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 135.3 |
|---|---|
| 5-th percentile | 228.34 |
| Q1 | 263.13 |
| Median | 300.01 |
| Q3 | 338.42 |
| 95-th percentile | 409.79 |
| Maximum | 3843.4 |
| Range | 3708.1 |
| Interquartile range | 75.285 |
Descriptive statistics
| Standard deviation | 87.46 |
|---|---|
| Coef of variation | 0.28452 |
| Kurtosis | 601.45 |
| Mean | 307.39 |
| MAD | 46.375 |
| Skewness | 18.364 |
| Sum | 2824000 |
| Variance | 7649.2 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 298.34 | 5 | 0.1% |
|
| 314.79 | 5 | 0.1% |
|
| 316.96 | 5 | 0.1% |
|
| 256.54 | 5 | 0.1% |
|
| 321.64 | 5 | 0.1% |
|
| 296.94 | 5 | 0.1% |
|
| 326.59 | 4 | 0.0% |
|
| 286.34 | 4 | 0.0% |
|
| 283.3 | 4 | 0.0% |
|
| 292.49 | 4 | 0.0% |
|
| Other values (7248) | 9141 | 99.5% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 135.3 | 1 | 0.0% |
|
| 164.97 | 1 | 0.0% |
|
| 166.14 | 1 | 0.0% |
|
| 177.53 | 1 | 0.0% |
|
| 194.34 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2122.74 | 1 | 0.0% |
|
| 2182.79 | 1 | 0.0% |
|
| 3159.1 | 1 | 0.0% |
|
| 3167.02 | 1 | 0.0% |
|
| 3843.4 | 1 | 0.0% |
|
billed_acct_size
Numeric
| Distinct count | 16 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.3669 |
|---|---|
| Minimum | 0 |
| Maximum | 16 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| Median | 4 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.5453 |
|---|---|
| Coef of variation | 0.35387 |
| Kurtosis | 2.0147 |
| Mean | 4.3669 |
| MAD | 1.2024 |
| Skewness | 0.94162 |
| Sum | 40119 |
| Variance | 2.388 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 4 | 2731 | 29.7% |
|
| 5 | 1963 | 21.4% |
|
| 3 | 1902 | 20.7% |
|
| 6 | 999 | 10.9% |
|
| 2 | 787 | 8.6% |
|
| 7 | 468 | 5.1% |
|
| 8 | 183 | 2.0% |
|
| 9 | 60 | 0.7% |
|
| 10 | 55 | 0.6% |
|
| 1 | 16 | 0.2% |
|
| Other values (6) | 23 | 0.3% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.0% |
|
| 1 | 16 | 0.2% |
|
| 2 | 787 | 8.6% |
|
| 3 | 1902 | 20.7% |
|
| 4 | 2731 | 29.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 11 | 14 | 0.2% |
|
| 12 | 3 | 0.0% |
|
| 13 | 2 | 0.0% |
|
| 14 | 2 | 0.0% |
|
| 16 | 1 | 0.0% |
|
birth_year
Numeric
| Distinct count | 74 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1977 |
|---|---|
| Minimum | 0 |
| Maximum | 1999 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1954 |
| Q1 | 1968 |
| Median | 1979 |
| Q3 | 1988 |
| 95-th percentile | 1996 |
| Maximum | 1999 |
| Range | 1999 |
| Interquartile range | 20 |
Descriptive statistics
| Standard deviation | 24.435 |
|---|---|
| Coef of variation | 0.01236 |
| Kurtosis | 4664.9 |
| Mean | 1977 |
| MAD | 11.058 |
| Skewness | -57.739 |
| Sum | 18162331 |
| Variance | 597.07 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 1989 | 267 | 2.9% |
|
| 1990 | 267 | 2.9% |
|
| 1983 | 263 | 2.9% |
|
| 1987 | 262 | 2.9% |
|
| 1984 | 261 | 2.8% |
|
| 1988 | 260 | 2.8% |
|
| 1986 | 257 | 2.8% |
|
| 1991 | 255 | 2.8% |
|
| 1982 | 249 | 2.7% |
|
| 1980 | 248 | 2.7% |
|
| Other values (64) | 6598 | 71.8% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.0% |
|
| 1919 | 3 | 0.0% |
|
| 1920 | 2 | 0.0% |
|
| 1924 | 1 | 0.0% |
|
| 1926 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1995 | 197 | 2.1% |
|
| 1996 | 147 | 1.6% |
|
| 1997 | 141 | 1.5% |
|
| 1998 | 106 | 1.2% |
|
| 1999 | 75 | 0.8% |
|
cust_status_ind
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Mean | 0.95733 |
|---|
| 1 |
8795
|
|---|---|
| 0 |
|
| Value | Count | Frequency (%) | |
| 1 | 8795 | 95.7% |
|
| 0 | 392 | 4.3% |
|
data_overage_amt
Numeric
| Distinct count | 324 |
|---|---|
| Unique (%) | 3.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.66383 |
|---|---|
| Minimum | -0.03 |
| Maximum | 1725 |
| Zeros (%) | 90.0% |
Quantile statistics
| Minimum | -0.03 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2.122 |
| Maximum | 1725 |
| Range | 1725 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 18.375 |
|---|---|
| Coef of variation | 27.68 |
| Kurtosis | 8447.4 |
| Mean | 0.66383 |
| MAD | 1.2025 |
| Skewness | 90.247 |
| Sum | 6098.6 |
| Variance | 337.64 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 8268 | 90.0% |
|
| 0.48 | 38 | 0.4% |
|
| 0.97 | 27 | 0.3% |
|
| 0.5 | 22 | 0.2% |
|
| 1.45 | 16 | 0.2% |
|
| 0.56 | 16 | 0.2% |
|
| 1.0 | 14 | 0.2% |
|
| 2.5 | 14 | 0.2% |
|
| 0.54 | 12 | 0.1% |
|
| 0.52 | 12 | 0.1% |
|
| Other values (314) | 748 | 8.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -0.03 | 1 | 0.0% |
|
| 0.0 | 8268 | 90.0% |
|
| 0.01 | 2 | 0.0% |
|
| 0.02 | 2 | 0.0% |
|
| 0.03 | 3 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 82.86 | 1 | 0.0% |
|
| 86.54 | 1 | 0.0% |
|
| 115.56 | 1 | 0.0% |
|
| 224.55 | 1 | 0.0% |
|
| 1725.0 | 1 | 0.0% |
|
data_ovrg_Yes_cnt
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.14074 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 89.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.46415 |
|---|---|
| Coef of variation | 3.2979 |
| Kurtosis | 16.109 |
| Mean | 0.14074 |
| MAD | 0.25293 |
| Skewness | 3.8218 |
| Sum | 1293 |
| Variance | 0.21544 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 8255 | 89.9% |
|
| 1 | 638 | 6.9% |
|
| 2 | 233 | 2.5% |
|
| 3 | 55 | 0.6% |
|
| 4 | 6 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8255 | 89.9% |
|
| 1 | 638 | 6.9% |
|
| 2 | 233 | 2.5% |
|
| 3 | 55 | 0.6% |
|
| 4 | 6 | 0.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8255 | 89.9% |
|
| 1 | 638 | 6.9% |
|
| 2 | 233 | 2.5% |
|
| 3 | 55 | 0.6% |
|
| 4 | 6 | 0.1% |
|
eqp_rev_acrtn
Highly correlated
This variable is highly correlated with tot_revenue_acrtn and should be ignored for analysis
| Correlation | 0.97215 |
|---|
frequency
Numeric
| Distinct count | 28 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 25.975 |
|---|---|
| Minimum | 2 |
| Maximum | 54 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 23 |
| Median | 26 |
| Q3 | 29 |
| 95-th percentile | 31 |
| Maximum | 54 |
| Range | 52 |
| Interquartile range | 6 |
Descriptive statistics
| Standard deviation | 3.5577 |
|---|---|
| Coef of variation | 0.13697 |
| Kurtosis | 1.8598 |
| Mean | 25.975 |
| MAD | 2.944 |
| Skewness | -0.45501 |
| Sum | 238633 |
| Variance | 12.657 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 30 | 1092 | 11.9% |
|
| 29 | 1041 | 11.3% |
|
| 28 | 909 | 9.9% |
|
| 27 | 886 | 9.6% |
|
| 26 | 797 | 8.7% |
|
| 25 | 734 | 8.0% |
|
| 23 | 673 | 7.3% |
|
| 24 | 626 | 6.8% |
|
| 31 | 615 | 6.7% |
|
| 21 | 606 | 6.6% |
|
| Other values (18) | 1208 | 13.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 3 | 0.0% |
|
| 4 | 5 | 0.1% |
|
| 11 | 3 | 0.0% |
|
| 12 | 4 | 0.0% |
|
| 13 | 5 | 0.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 46 | 1 | 0.0% |
|
| 49 | 1 | 0.0% |
|
| 50 | 1 | 0.0% |
|
| 51 | 1 | 0.0% |
|
| 54 | 1 | 0.0% |
|
gl_late_fees_amt
Numeric
| Distinct count | 2772 |
|---|---|
| Unique (%) | 30.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 46.485 |
|---|---|
| Minimum | -25 |
| Maximum | 315.55 |
| Zeros (%) | 24.5% |
Quantile statistics
| Minimum | -25 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| Median | 27.83 |
| Q3 | 90 |
| 95-th percentile | 130.4 |
| Maximum | 315.55 |
| Range | 340.55 |
| Interquartile range | 85 |
Descriptive statistics
| Standard deviation | 47.695 |
|---|---|
| Coef of variation | 1.026 |
| Kurtosis | -0.86694 |
| Mean | 46.485 |
| MAD | 42.516 |
| Skewness | 0.64025 |
| Sum | 427060 |
| Variance | 2274.8 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 2249 | 24.5% |
|
| 5.0 | 947 | 10.3% |
|
| 10.0 | 436 | 4.7% |
|
| 15.0 | 246 | 2.7% |
|
| 20.0 | 169 | 1.8% |
|
| 25.0 | 165 | 1.8% |
|
| 30.0 | 155 | 1.7% |
|
| 35.0 | 137 | 1.5% |
|
| 60.0 | 100 | 1.1% |
|
| 40.0 | 100 | 1.1% |
|
| Other values (2762) | 4483 | 48.8% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -25.0 | 1 | 0.0% |
|
| -5.0 | 1 | 0.0% |
|
| 0.0 | 2249 | 24.5% |
|
| 0.01 | 1 | 0.0% |
|
| 0.44 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 208.5 | 1 | 0.0% |
|
| 220.34 | 1 | 0.0% |
|
| 225.14 | 1 | 0.0% |
|
| 233.14 | 1 | 0.0% |
|
| 315.55 | 1 | 0.0% |
|
gl_nonrecur_rev_amt
Numeric
| Distinct count | 6057 |
|---|---|
| Unique (%) | 65.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 173.44 |
|---|---|
| Minimum | -1168.4 |
| Maximum | 6911.1 |
| Zeros (%) | 7.6% |
Quantile statistics
| Minimum | -1168.4 |
|---|---|
| 5-th percentile | -5 |
| Q1 | 12.965 |
| Median | 80.37 |
| Q3 | 218.91 |
| 95-th percentile | 709.92 |
| Maximum | 6911.1 |
| Range | 8079.5 |
| Interquartile range | 205.95 |
Descriptive statistics
| Standard deviation | 296.34 |
|---|---|
| Coef of variation | 1.7086 |
| Kurtosis | 53.899 |
| Mean | 173.44 |
| MAD | 183.11 |
| Skewness | 4.7263 |
| Sum | 1593400 |
| Variance | 87819 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 694 | 7.6% |
|
| 5.0 | 252 | 2.7% |
|
| 10.0 | 107 | 1.2% |
|
| 1.99 | 99 | 1.1% |
|
| 15.0 | 94 | 1.0% |
|
| 25.0 | 59 | 0.6% |
|
| 20.0 | 57 | 0.6% |
|
| 30.0 | 51 | 0.6% |
|
| 35.0 | 45 | 0.5% |
|
| 6.99 | 41 | 0.4% |
|
| Other values (6047) | 7688 | 83.7% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -1168.37 | 1 | 0.0% |
|
| -1125.0 | 1 | 0.0% |
|
| -910.42 | 1 | 0.0% |
|
| -722.0 | 1 | 0.0% |
|
| -623.55 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3321.74 | 1 | 0.0% |
|
| 3782.41 | 1 | 0.0% |
|
| 4239.76 | 1 | 0.0% |
|
| 4769.52 | 1 | 0.0% |
|
| 6911.15 | 1 | 0.0% |
|
handset_paychnl_cnt
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.6516 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros (%) | 34.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 2.2961 |
|---|---|
| Coef of variation | 0.86594 |
| Kurtosis | -0.71131 |
| Mean | 2.6516 |
| MAD | 1.9826 |
| Skewness | 0.303 |
| Sum | 24360 |
| Variance | 5.2721 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3193 | 34.8% |
|
| 4 | 1742 | 19.0% |
|
| 3 | 1380 | 15.0% |
|
| 5 | 1083 | 11.8% |
|
| 2 | 793 | 8.6% |
|
| 6 | 526 | 5.7% |
|
| 7 | 238 | 2.6% |
|
| 8 | 90 | 1.0% |
|
| 1 | 75 | 0.8% |
|
| 9 | 46 | 0.5% |
|
| Other values (4) | 21 | 0.2% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3193 | 34.8% |
|
| 1 | 75 | 0.8% |
|
| 2 | 793 | 8.6% |
|
| 3 | 1380 | 15.0% |
|
| 4 | 1742 | 19.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 46 | 0.5% |
|
| 10 | 15 | 0.2% |
|
| 11 | 4 | 0.0% |
|
| 12 | 1 | 0.0% |
|
| 14 | 1 | 0.0% |
|
index
Numeric
| Distinct count | 9187 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 381690 |
|---|---|
| Minimum | 139 |
| Maximum | 758123 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 139 |
|---|---|
| 5-th percentile | 39583 |
| Q1 | 191720 |
| Median | 385210 |
| Q3 | 575470 |
| 95-th percentile | 719140 |
| Maximum | 758123 |
| Range | 757984 |
| Interquartile range | 383750 |
Descriptive statistics
| Standard deviation | 219240 |
|---|---|
| Coef of variation | 0.57439 |
| Kurtosis | -1.2072 |
| Mean | 381690 |
| MAD | 190160 |
| Skewness | -0.01511 |
| Sum | 3506578398 |
| Variance | 48065000000 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 1 | 644194 | 7012.0% |
|
| 1 | 490658 | 5340.8% |
|
| 1 | 528789 | 5755.8% |
|
| 1 | 18287 | 199.1% |
|
| 1 | 270832 | 2948.0% |
|
| 1 | 427306 | 4651.2% |
|
| 1 | 302377 | 3291.4% |
|
| 1 | 54568 | 594.0% |
|
| 1 | 277797 | 3023.8% |
|
| 1 | 552191 | 6010.6% |
|
| Other values (9177) | 3503011399 | 38130090.3% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 644194 | 7012.0% |
|
| 1 | 490658 | 5340.8% |
|
| 1 | 528789 | 5755.8% |
|
| 1 | 18287 | 199.1% |
|
| 1 | 270832 | 2948.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 187022 | 2035.7% |
|
| 1 | 649872 | 7073.8% |
|
| 1 | 303761 | 3306.4% |
|
| 1 | 78646 | 856.1% |
|
| 1 | 163840 | 1783.4% |
|
monetary
Numeric
| Distinct count | 9061 |
|---|---|
| Unique (%) | 98.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 7801.9 |
|---|---|
| Minimum | 6318.2 |
| Maximum | 9993.6 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 6318.2 |
|---|---|
| 5-th percentile | 6495.7 |
| Q1 | 6952.9 |
| Median | 7631.9 |
| Q3 | 8561.6 |
| 95-th percentile | 9602.4 |
| Maximum | 9993.6 |
| Range | 3675.4 |
| Interquartile range | 1608.8 |
Descriptive statistics
| Standard deviation | 984.98 |
|---|---|
| Coef of variation | 0.12625 |
| Kurtosis | -0.90437 |
| Mean | 7801.9 |
| MAD | 839.99 |
| Skewness | 0.45254 |
| Sum | 71676000 |
| Variance | 970190 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 6514.28 | 3 | 0.0% |
|
| 8100.54 | 2 | 0.0% |
|
| 6851.26 | 2 | 0.0% |
|
| 6667.05 | 2 | 0.0% |
|
| 7538.91 | 2 | 0.0% |
|
| 6717.0 | 2 | 0.0% |
|
| 7943.44 | 2 | 0.0% |
|
| 6907.37 | 2 | 0.0% |
|
| 7217.57 | 2 | 0.0% |
|
| 7382.89 | 2 | 0.0% |
|
| Other values (9051) | 9166 | 99.8% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 6318.21 | 1 | 0.0% |
|
| 6334.04 | 1 | 0.0% |
|
| 6373.93 | 1 | 0.0% |
|
| 6375.98 | 1 | 0.0% |
|
| 6385.52 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9990.51 | 1 | 0.0% |
|
| 9991.44 | 1 | 0.0% |
|
| 9992.81 | 1 | 0.0% |
|
| 9993.3 | 1 | 0.0% |
|
| 9993.61 | 1 | 0.0% |
|
pplan_access_acrtn
Numeric
| Distinct count | 576 |
|---|---|
| Unique (%) | 6.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 10.436 |
|---|---|
| Minimum | -2.92 |
| Maximum | 440 |
| Zeros (%) | 35.0% |
Quantile statistics
| Minimum | -2.92 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 8.46 |
| Q3 | 17.6 |
| 95-th percentile | 29.33 |
| Maximum | 440 |
| Range | 442.92 |
| Interquartile range | 17.6 |
Descriptive statistics
| Standard deviation | 12.204 |
|---|---|
| Coef of variation | 1.1693 |
| Kurtosis | 178.01 |
| Mean | 10.436 |
| MAD | 9.1759 |
| Skewness | 6.2669 |
| Sum | 95879 |
| Variance | 148.93 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 3213 | 35.0% |
|
| 18.33 | 242 | 2.6% |
|
| 11.38 | 191 | 2.1% |
|
| 14.67 | 178 | 1.9% |
|
| 15.71 | 176 | 1.9% |
|
| 22.0 | 174 | 1.9% |
|
| 15.17 | 173 | 1.9% |
|
| 16.3 | 169 | 1.8% |
|
| 16.92 | 166 | 1.8% |
|
| 11.0 | 161 | 1.8% |
|
| Other values (566) | 4344 | 47.3% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -2.92 | 1 | 0.0% |
|
| -2.71 | 1 | 0.0% |
|
| -2.5 | 1 | 0.0% |
|
| -2.1 | 1 | 0.0% |
|
| -1.75 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 86.43 | 2 | 0.0% |
|
| 96.25 | 1 | 0.0% |
|
| 101.54 | 1 | 0.0% |
|
| 220.0 | 1 | 0.0% |
|
| 440.0 | 1 | 0.0% |
|
recency
Numeric
| Distinct count | 23 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 59.43 |
|---|---|
| Minimum | 51 |
| Maximum | 842 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 51 |
|---|---|
| 5-th percentile | 51 |
| Q1 | 51 |
| Median | 51 |
| Q3 | 51 |
| 95-th percentile | 81 |
| Maximum | 842 |
| Range | 791 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 45.449 |
|---|---|
| Coef of variation | 0.76474 |
| Kurtosis | 75.871 |
| Mean | 59.43 |
| MAD | 15.938 |
| Skewness | 7.6664 |
| Sum | 545988 |
| Variance | 2065.6 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 51 | 8684 | 94.5% |
|
| 81 | 90 | 1.0% |
|
| 173 | 66 | 0.7% |
|
| 112 | 63 | 0.7% |
|
| 142 | 58 | 0.6% |
|
| 232 | 48 | 0.5% |
|
| 201 | 45 | 0.5% |
|
| 263 | 31 | 0.3% |
|
| 293 | 23 | 0.3% |
|
| 354 | 18 | 0.2% |
|
| Other values (13) | 61 | 0.7% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 51 | 8684 | 94.5% |
|
| 81 | 90 | 1.0% |
|
| 112 | 63 | 0.7% |
|
| 142 | 58 | 0.6% |
|
| 173 | 66 | 0.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 597 | 1 | 0.0% |
|
| 628 | 2 | 0.0% |
|
| 658 | 4 | 0.0% |
|
| 811 | 1 | 0.0% |
|
| 842 | 2 | 0.0% |
|
recurring_paychnl_cnt
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.1457 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 26.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 3 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 5 |
Descriptive statistics
| Standard deviation | 2.3458 |
|---|---|
| Coef of variation | 0.7457 |
| Kurtosis | -0.46865 |
| Mean | 3.1457 |
| MAD | 1.9257 |
| Skewness | 0.14833 |
| Sum | 28900 |
| Variance | 5.5027 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 2466 | 26.8% |
|
| 4 | 1923 | 20.9% |
|
| 3 | 1439 | 15.7% |
|
| 5 | 1361 | 14.8% |
|
| 6 | 685 | 7.5% |
|
| 2 | 673 | 7.3% |
|
| 7 | 340 | 3.7% |
|
| 8 | 140 | 1.5% |
|
| 1 | 50 | 0.5% |
|
| 9 | 48 | 0.5% |
|
| Other values (4) | 62 | 0.7% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2466 | 26.8% |
|
| 1 | 50 | 0.5% |
|
| 2 | 673 | 7.3% |
|
| 3 | 1439 | 15.7% |
|
| 4 | 1923 | 20.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 48 | 0.5% |
|
| 10 | 42 | 0.5% |
|
| 11 | 13 | 0.1% |
|
| 12 | 6 | 0.1% |
|
| 13 | 1 | 0.0% |
|
tot_revenue_acrtn
Numeric
| Distinct count | 3241 |
|---|---|
| Unique (%) | 35.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -10.763 |
|---|---|
| Minimum | -3165.3 |
| Maximum | 1923 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | -3165.3 |
|---|---|
| 5-th percentile | -30.37 |
| Q1 | -14.31 |
| Median | -8.68 |
| Q3 | -4.66 |
| 95-th percentile | 0.827 |
| Maximum | 1923 |
| Range | 5088.4 |
| Interquartile range | 9.65 |
Descriptive statistics
| Standard deviation | 42.119 |
|---|---|
| Coef of variation | -3.9135 |
| Kurtosis | 3957.4 |
| Mean | -10.763 |
| MAD | 8.0933 |
| Skewness | -33.286 |
| Sum | -98875 |
| Variance | 1774 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| -7.07 | 16 | 0.2% |
|
| -7.33 | 14 | 0.2% |
|
| -5.74 | 13 | 0.1% |
|
| -6.41 | 13 | 0.1% |
|
| -5.99 | 12 | 0.1% |
|
| -6.42 | 12 | 0.1% |
|
| -7.56 | 12 | 0.1% |
|
| -7.54 | 12 | 0.1% |
|
| -8.3 | 12 | 0.1% |
|
| -9.19 | 12 | 0.1% |
|
| Other values (3231) | 9059 | 98.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -3165.34 | 1 | 0.0% |
|
| -209.03 | 1 | 0.0% |
|
| -177.9 | 1 | 0.0% |
|
| -141.41 | 1 | 0.0% |
|
| -120.58 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 75.41 | 1 | 0.0% |
|
| 99.97 | 1 | 0.0% |
|
| 473.63 | 1 | 0.0% |
|
| 1065.21 | 1 | 0.0% |
|
| 1923.02 | 1 | 0.0% |
|
usage_rev_acrtn
Numeric
| Distinct count | 424 |
|---|---|
| Unique (%) | 4.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.065239 |
|---|---|
| Minimum | -32.37 |
| Maximum | 111.1 |
| Zeros (%) | 84.3% |
Quantile statistics
| Minimum | -32.37 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.41 |
| Maximum | 111.1 |
| Range | 143.47 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 1.7148 |
|---|---|
| Coef of variation | 26.286 |
| Kurtosis | 2182.8 |
| Mean | 0.065239 |
| MAD | 0.23287 |
| Skewness | 35.313 |
| Sum | 599.35 |
| Variance | 2.9407 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 7749 | 84.3% |
|
| 0.09 | 69 | 0.8% |
|
| 0.07 | 59 | 0.6% |
|
| 0.08 | 48 | 0.5% |
|
| 0.1 | 31 | 0.3% |
|
| 0.17 | 25 | 0.3% |
|
| -0.07 | 24 | 0.3% |
|
| 0.34 | 22 | 0.2% |
|
| 0.32 | 22 | 0.2% |
|
| 0.14 | 21 | 0.2% |
|
| Other values (414) | 1117 | 12.2% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -32.37 | 1 | 0.0% |
|
| -30.91 | 1 | 0.0% |
|
| -18.37 | 1 | 0.0% |
|
| -17.82 | 1 | 0.0% |
|
| -12.35 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 24.79 | 1 | 0.0% |
|
| 31.15 | 1 | 0.0% |
|
| 32.94 | 1 | 0.0% |
|
| 63.68 | 1 | 0.0% |
|
| 111.1 | 1 | 0.0% |
|
voice_overage_amt
Numeric
| Distinct count | 500 |
|---|---|
| Unique (%) | 5.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.50609 |
|---|---|
| Minimum | 0 |
| Maximum | 393.05 |
| Zeros (%) | 84.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1.79 |
| Maximum | 393.05 |
| Range | 393.05 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 5.028 |
|---|---|
| Coef of variation | 9.9348 |
| Kurtosis | 4088.1 |
| Mean | 0.50609 |
| MAD | 0.89301 |
| Skewness | 54.863 |
| Sum | 4649.5 |
| Variance | 25.28 |
| Memory size | 71.9 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 7784 | 84.7% |
|
| 0.06 | 47 | 0.5% |
|
| 0.07 | 40 | 0.4% |
|
| 0.12 | 30 | 0.3% |
|
| 0.21 | 22 | 0.2% |
|
| 0.08 | 20 | 0.2% |
|
| 0.09 | 20 | 0.2% |
|
| 0.14 | 17 | 0.2% |
|
| 0.19 | 17 | 0.2% |
|
| 0.18 | 16 | 0.2% |
|
| Other values (490) | 1174 | 12.8% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.0 | 7784 | 84.7% |
|
| 0.01 | 1 | 0.0% |
|
| 0.02 | 2 | 0.0% |
|
| 0.03 | 4 | 0.0% |
|
| 0.04 | 7 | 0.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 54.57 | 1 | 0.0% |
|
| 63.68 | 1 | 0.0% |
|
| 66.36 | 1 | 0.0% |
|
| 113.85 | 1 | 0.0% |
|
| 393.05 | 1 | 0.0% |
|
| cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | active_loan_cnt | birth_year | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | gl_late_fees_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | Customer_Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13719 | 1 | 51 | 28 | 6943.23 | 0 | 4 | 4 | 8 | 1975 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 2 | 4 | 0 | 0 | 0 | 0 | 0 | 247.97 | 35.00 | 35.00 | 15.71 | -0.92 | 0.00 | 1.49 | 0.0 | 0.0 | 0.00 | 1 |
| 737737 | 1 | 51 | 24 | 7281.24 | 0 | 4 | 4 | 16 | 1980 | 0 | 0 | 2 | 3 | 0 | 0 | 0 | 4 | 4 | 2 | 0 | 0 | 4 | 0 | 0 | 0 | 4 | 0 | 4 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 303.38 | 91.06 | 456.92 | 18.33 | -5.99 | 0.00 | 0.10 | 0.0 | 0.0 | 0.00 | 1 |
| 592879 | 1 | 51 | 23 | 7871.23 | 0 | 0 | 9 | 9 | 1965 | 0 | 9 | 5 | 9 | 9 | 0 | 1 | 1 | 0 | 0 | 4 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 8 | 0 | 0 | 0 | 0 | 0 | 342.23 | 0.00 | 219.63 | 0.00 | -10.99 | 0.00 | 0.00 | 0.0 | 0.0 | 0.31 | 1 |
| 153277 | 1 | 51 | 22 | 8663.82 | 0 | 0 | 4 | 12 | 1998 | 0 | 4 | 2 | 0 | 4 | 0 | 0 | 3 | 0 | 2 | 0 | 0 | 0 | 1 | 1 | 0 | 4 | 0 | 0 | 4 | 1 | 2 | 1 | 0 | 4 | 1 | 0 | 393.81 | 95.00 | 495.00 | 0.00 | -4.10 | 0.00 | 0.00 | 0.0 | 0.0 | 0.00 | 1 |
| 627818 | 1 | 51 | 26 | 7183.53 | 2 | 4 | 4 | 8 | 1989 | 0 | 4 | 2 | 4 | 0 | 0 | 0 | 2 | 0 | 0 | 2 | 0 | 4 | 0 | 2 | 0 | 4 | 0 | 4 | 4 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 276.29 | 0.00 | 85.65 | 0.77 | 1.04 | 1.38 | 0.48 | 0.0 | 0.0 | 0.00 | 1 |
1. Recency - High (Mean - 58.759)
2. Frequency - High (Mean - 25.9)
3. Monetary - High (Mean - 7790)
6. IphoneDev_cnt - 87.2%
10. ARPU Amount - 305.87 (Mean)
11. billed_acct_size - 4.36 (Mean)
12. Birth Year - 1977 (Mean)
13. % of AT&T port in - 33.5%
14. % of Sprint_port in - 25.8%
15. % of T mobile port in - 22.7%
16. % of Android Devices - 58.8%
17. CA users - 46.8%
18. TX users - 35%
19. CommunicStore_chnl_cnt - 65.1%
20. Edge_contract_cnt - 99.2% (Mean - 3 lines per customer)
22. SingleLine_plan_cnt - 2.9%
23. data_ovrg_Yes_cnt - 11%
25. Hispanic Ethnicity - 38.1%
26. MTM_contract_cnt - 95.7%
27. Purch_equip_cnt - 43.5%
28. VerizonUNL_plan_cnt - 64.3%
29. WearablDev_cnt - 24.8%
df[df['Customer_Cluster']== 1].head(10)
| cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | active_loan_cnt | birth_year | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | gl_late_fees_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | Customer_Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13719 | 1 | 51 | 28 | 6943.23 | 0 | 4 | 4 | 8 | 1975 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 2 | 4 | 0 | 0 | 0 | 0 | 0 | 247.97 | 35.00 | 35.00 | 15.71 | -0.92 | 0.00 | 1.49 | 0.0 | 0.00 | 0.00 | 1 |
| 737737 | 1 | 51 | 24 | 7281.24 | 0 | 4 | 4 | 16 | 1980 | 0 | 0 | 2 | 3 | 0 | 0 | 0 | 4 | 4 | 2 | 0 | 0 | 4 | 0 | 0 | 0 | 4 | 0 | 4 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 303.38 | 91.06 | 456.92 | 18.33 | -5.99 | 0.00 | 0.10 | 0.0 | 0.00 | 0.00 | 1 |
| 592879 | 1 | 51 | 23 | 7871.23 | 0 | 0 | 9 | 9 | 1965 | 0 | 9 | 5 | 9 | 9 | 0 | 1 | 1 | 0 | 0 | 4 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 8 | 0 | 0 | 0 | 0 | 0 | 342.23 | 0.00 | 219.63 | 0.00 | -10.99 | 0.00 | 0.00 | 0.0 | 0.00 | 0.31 | 1 |
| 153277 | 1 | 51 | 22 | 8663.82 | 0 | 0 | 4 | 12 | 1998 | 0 | 4 | 2 | 0 | 4 | 0 | 0 | 3 | 0 | 2 | 0 | 0 | 0 | 1 | 1 | 0 | 4 | 0 | 0 | 4 | 1 | 2 | 1 | 0 | 4 | 1 | 0 | 393.81 | 95.00 | 495.00 | 0.00 | -4.10 | 0.00 | 0.00 | 0.0 | 0.00 | 0.00 | 1 |
| 627818 | 1 | 51 | 26 | 7183.53 | 2 | 4 | 4 | 8 | 1989 | 0 | 4 | 2 | 4 | 0 | 0 | 0 | 2 | 0 | 0 | 2 | 0 | 4 | 0 | 2 | 0 | 4 | 0 | 4 | 4 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 276.29 | 0.00 | 85.65 | 0.77 | 1.04 | 1.38 | 0.48 | 0.0 | 0.00 | 0.00 | 1 |
| 573522 | 1 | 51 | 21 | 9441.34 | 0 | 0 | 8 | 42 | 1985 | 7 | 8 | 5 | 8 | 8 | 8 | 1 | 6 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 6 | 0 | 8 | 0 | 1 | 4 | 0 | 2 | 1 | 1 | 0 | 449.59 | 0.00 | 211.18 | 0.48 | -1.69 | 8.81 | 26.36 | 0.0 | 4.29 | 0.00 | 1 |
| 306795 | 1 | 51 | 27 | 8323.86 | 0 | 4 | 4 | 16 | 1969 | 0 | 0 | 4 | 4 | 4 | 4 | 0 | 4 | 4 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 4 | 0 | 4 | 4 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 308.29 | 30.00 | 30.00 | 16.30 | -12.41 | -1.02 | -4.37 | 0.0 | 0.00 | 0.00 | 1 |
| 271327 | 1 | 51 | 30 | 8204.49 | 0 | 1 | 4 | 8 | 1994 | 4 | 0 | 2 | 4 | 0 | 4 | 0 | 2 | 4 | 0 | 1 | 0 | 4 | 0 | 1 | 0 | 3 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 273.48 | 5.00 | 5.00 | 0.00 | -7.00 | -2.17 | -0.73 | 0.0 | 0.00 | 0.00 | 1 |
| 387759 | 1 | 51 | 26 | 9927.63 | 0 | 6 | 6 | 30 | 1957 | 0 | 0 | 5 | 6 | 0 | 0 | 0 | 5 | 6 | 1 | 1 | 0 | 6 | 0 | 1 | 6 | 0 | 0 | 0 | 0 | 1 | 6 | 0 | 5 | 0 | 0 | 0 | 381.83 | 0.00 | 50.32 | 29.62 | -9.50 | -0.60 | -2.85 | 0.0 | 0.00 | 1.86 | 1 |
| 122026 | 1 | 51 | 29 | 9951.52 | 0 | 4 | 4 | 16 | 1982 | 0 | 4 | 1 | 4 | 4 | 4 | 0 | 4 | 2 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 4 | 0 | 1 | 4 | 0 | 2 | 0 | 0 | 343.16 | 0.00 | 5.96 | 0.00 | -11.38 | -1.92 | -0.27 | 0.0 | 0.00 | 0.00 | 1 |
Cluster 1 has customers making on-time payments and are loyal. We call this cluster as "Platinum"
profile3 = pandas_profiling.ProfileReport(df[df['Customer_Cluster']== 2])
profile3
Dataset info
| Number of variables | 48 |
|---|---|
| Number of observations | 19777 |
| Total Missing (%) | 0.0% |
| Total size in memory | 7.2 MiB |
| Average record size in memory | 380.0 B |
Variables types
| Numeric | 46 |
|---|---|
| Categorical | 0 |
| Boolean | 1 |
| Date | 0 |
| Text (Unique) | 0 |
| Rejected | 1 |
| Unsupported | 0 |
Warnings
ATT_port_cnt has 17197 / 87.0% zeros ZerosAndroidDev_cnt has 12959 / 65.5% zeros ZerosBasicDev_cnt has 17952 / 90.8% zeros ZerosBeyondUnlmtd_plan_cnt has 17774 / 89.9% zeros ZerosCA_state_cd has 10023 / 50.7% zeros ZerosCommunicStore_chnl_cnt has 11746 / 59.4% zeros ZerosCustomer_Cluster has constant value 2 RejectedDataOnly_Revtype_cnt has 15761 / 79.7% zeros ZerosEdge_contract_cnt has 10903 / 55.1% zeros ZerosFamTeens_cnt has 15887 / 80.3% zeros ZerosGoUnlimit_plan_cnt has 17084 / 86.4% zeros ZerosHispanic_ethnicity_cnt has 14513 / 73.4% zeros ZerosIphoneDev_cnt has 9510 / 48.1% zeros ZerosLocalRetailer_chnl_cnt has 16619 / 84.0% zeros ZerosMTM_contract_cnt has 3877 / 19.6% zeros ZerosMatureAdults_cnt has 15046 / 76.1% zeros ZerosNewVZPlan_plan_cnt has 10706 / 54.1% zeros ZerosPurch_equip_cnt has 11092 / 56.1% zeros ZerosSingleLine_plan_cnt has 17183 / 86.9% zeros ZerosSngleCpleKids_cnt has 13331 / 67.4% zeros ZerosSprint_port_cnt has 18484 / 93.5% zeros ZerosTX_state_cd has 14478 / 73.2% zeros ZerosT_Mobile_port_cnt has 17311 / 87.5% zeros ZerosTwoYear_contract_cnt has 16439 / 83.1% zeros ZerosVerizonUNL_plan_cnt has 14663 / 74.1% zeros ZerosVoiceOnly_pplangrp_cnt has 17177 / 86.9% zeros ZerosWearablDev_cnt has 18933 / 95.7% zeros Zerosaccess_rev_acrtn has 8035 / 40.6% zeros Zerosactive_loan_cnt has 9745 / 49.3% zeros Zerosarpu_amt has 914 / 4.6% zeros Zerosbilled_acct_size has 1630 / 8.2% zeros Zerosbirth_year is highly skewed (γ1 = -29.635) Skeweddata_overage_amt is highly skewed (γ1 = 37.778) Skeweddata_overage_amt has 17088 / 86.4% zeros Zerosdata_ovrg_Yes_cnt has 17076 / 86.3% zeros Zeroseqp_rev_acrtn has 10316 / 52.2% zeros Zerosgl_late_fees_amt has 8341 / 42.2% zeros Zerosgl_nonrecur_rev_amt has 5174 / 26.2% zeros Zeroshandset_paychnl_cnt has 16196 / 81.9% zeros Zerosmonetary has 914 / 4.6% zeros Zerospplan_access_acrtn has 4139 / 20.9% zeros Zerosrecurring_paychnl_cnt has 14508 / 73.4% zeros Zerostot_revenue_acrtn has 1572 / 7.9% zeros Zerosusage_rev_acrtn is highly skewed (γ1 = 24.666) Skewedusage_rev_acrtn has 18326 / 92.7% zeros Zerosvoice_overage_amt is highly skewed (γ1 = 52.186) Skewedvoice_overage_amt has 19028 / 96.2% zeros ZerosATT_port_cnt
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.16757 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | 87.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.49638 |
|---|---|
| Coef of variation | 2.9623 |
| Kurtosis | 22.436 |
| Mean | 0.16757 |
| MAD | 0.29142 |
| Skewness | 4.0528 |
| Sum | 3314 |
| Variance | 0.24639 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 17197 | 87.0% |
|
| 1 | 2069 | 10.5% |
|
| 2 | 367 | 1.9% |
|
| 3 | 82 | 0.4% |
|
| 4 | 49 | 0.2% |
|
| 5 | 9 | 0.0% |
|
| 6 | 4 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 17197 | 87.0% |
|
| 1 | 2069 | 10.5% |
|
| 2 | 367 | 1.9% |
|
| 3 | 82 | 0.4% |
|
| 4 | 49 | 0.2% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2 | 367 | 1.9% |
|
| 3 | 82 | 0.4% |
|
| 4 | 49 | 0.2% |
|
| 5 | 9 | 0.0% |
|
| 6 | 4 | 0.0% |
|
AndroidDev_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.43146 |
|---|---|
| Minimum | 0 |
| Maximum | 27 |
| Zeros (%) | 65.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.72572 |
|---|---|
| Coef of variation | 1.682 |
| Kurtosis | 100.9 |
| Mean | 0.43146 |
| MAD | 0.56543 |
| Skewness | 4.6732 |
| Sum | 8533 |
| Variance | 0.52667 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 12959 | 65.5% |
|
| 1 | 5582 | 28.2% |
|
| 2 | 946 | 4.8% |
|
| 3 | 187 | 0.9% |
|
| 4 | 68 | 0.3% |
|
| 5 | 20 | 0.1% |
|
| 6 | 8 | 0.0% |
|
| 10 | 2 | 0.0% |
|
| 7 | 2 | 0.0% |
|
| 27 | 1 | 0.0% |
|
| Other values (2) | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 12959 | 65.5% |
|
| 1 | 5582 | 28.2% |
|
| 2 | 946 | 4.8% |
|
| 3 | 187 | 0.9% |
|
| 4 | 68 | 0.3% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 2 | 0.0% |
|
| 8 | 1 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 10 | 2 | 0.0% |
|
| 27 | 1 | 0.0% |
|
BasicDev_cnt
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.10027 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros (%) | 90.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.32912 |
|---|---|
| Coef of variation | 3.2824 |
| Kurtosis | 16.531 |
| Mean | 0.10027 |
| MAD | 0.18203 |
| Skewness | 3.6324 |
| Sum | 1983 |
| Variance | 0.10832 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 17952 | 90.8% |
|
| 1 | 1682 | 8.5% |
|
| 2 | 133 | 0.7% |
|
| 3 | 6 | 0.0% |
|
| 4 | 3 | 0.0% |
|
| 5 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 17952 | 90.8% |
|
| 1 | 1682 | 8.5% |
|
| 2 | 133 | 0.7% |
|
| 3 | 6 | 0.0% |
|
| 4 | 3 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1682 | 8.5% |
|
| 2 | 133 | 0.7% |
|
| 3 | 6 | 0.0% |
|
| 4 | 3 | 0.0% |
|
| 5 | 1 | 0.0% |
|
BeyondUnlmtd_plan_cnt
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.18709 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros (%) | 89.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.67797 |
|---|---|
| Coef of variation | 3.6238 |
| Kurtosis | 25.92 |
| Mean | 0.18709 |
| MAD | 0.33628 |
| Skewness | 4.734 |
| Sum | 3700 |
| Variance | 0.45964 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 17774 | 89.9% |
|
| 1 | 1119 | 5.7% |
|
| 2 | 443 | 2.2% |
|
| 3 | 192 | 1.0% |
|
| 4 | 156 | 0.8% |
|
| 5 | 69 | 0.3% |
|
| 6 | 18 | 0.1% |
|
| 7 | 6 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 17774 | 89.9% |
|
| 1 | 1119 | 5.7% |
|
| 2 | 443 | 2.2% |
|
| 3 | 192 | 1.0% |
|
| 4 | 156 | 0.8% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3 | 192 | 1.0% |
|
| 4 | 156 | 0.8% |
|
| 5 | 69 | 0.3% |
|
| 6 | 18 | 0.1% |
|
| 7 | 6 | 0.0% |
|
CA_state_cd
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.77519 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 50.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.0869 |
|---|---|
| Coef of variation | 1.4022 |
| Kurtosis | 7.0095 |
| Mean | 0.77519 |
| MAD | 0.78574 |
| Skewness | 2.2165 |
| Sum | 15331 |
| Variance | 1.1815 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 10023 | 50.7% |
|
| 1 | 6658 | 33.7% |
|
| 2 | 1785 | 9.0% |
|
| 3 | 600 | 3.0% |
|
| 4 | 415 | 2.1% |
|
| 5 | 199 | 1.0% |
|
| 6 | 58 | 0.3% |
|
| 7 | 24 | 0.1% |
|
| 8 | 7 | 0.0% |
|
| 10 | 4 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 10023 | 50.7% |
|
| 1 | 6658 | 33.7% |
|
| 2 | 1785 | 9.0% |
|
| 3 | 600 | 3.0% |
|
| 4 | 415 | 2.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 58 | 0.3% |
|
| 7 | 24 | 0.1% |
|
| 8 | 7 | 0.0% |
|
| 9 | 4 | 0.0% |
|
| 10 | 4 | 0.0% |
|
CommunicStore_chnl_cnt
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.61 |
|---|---|
| Minimum | 0 |
| Maximum | 24 |
| Zeros (%) | 59.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.9633 |
|---|---|
| Coef of variation | 1.5792 |
| Kurtosis | 24.933 |
| Mean | 0.61 |
| MAD | 0.72459 |
| Skewness | 2.9259 |
| Sum | 12064 |
| Variance | 0.92794 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 11746 | 59.4% |
|
| 1 | 5566 | 28.1% |
|
| 2 | 1564 | 7.9% |
|
| 3 | 475 | 2.4% |
|
| 4 | 271 | 1.4% |
|
| 5 | 116 | 0.6% |
|
| 6 | 23 | 0.1% |
|
| 7 | 8 | 0.0% |
|
| 8 | 4 | 0.0% |
|
| 12 | 1 | 0.0% |
|
| Other values (3) | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 11746 | 59.4% |
|
| 1 | 5566 | 28.1% |
|
| 2 | 1564 | 7.9% |
|
| 3 | 475 | 2.4% |
|
| 4 | 271 | 1.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 4 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 12 | 1 | 0.0% |
|
| 24 | 1 | 0.0% |
|
Customer_Cluster
Constant
This variable is constant and should be ignored for analysis
| Constant value | 2 |
|---|
DataOnly_Revtype_cnt
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.23542 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 79.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.51749 |
|---|---|
| Coef of variation | 2.1981 |
| Kurtosis | 17.227 |
| Mean | 0.23542 |
| MAD | 0.37524 |
| Skewness | 2.9901 |
| Sum | 4656 |
| Variance | 0.26779 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 15761 | 79.7% |
|
| 1 | 3519 | 17.8% |
|
| 2 | 403 | 2.0% |
|
| 3 | 63 | 0.3% |
|
| 4 | 20 | 0.1% |
|
| 5 | 9 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 7 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 15761 | 79.7% |
|
| 1 | 3519 | 17.8% |
|
| 2 | 403 | 2.0% |
|
| 3 | 63 | 0.3% |
|
| 4 | 20 | 0.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3 | 63 | 0.3% |
|
| 4 | 20 | 0.1% |
|
| 5 | 9 | 0.0% |
|
| 7 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
Edge_contract_cnt
Numeric
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.65662 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros (%) | 55.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.95497 |
|---|---|
| Coef of variation | 1.4544 |
| Kurtosis | 5.7216 |
| Mean | 0.65662 |
| MAD | 0.72399 |
| Skewness | 2.1023 |
| Sum | 12986 |
| Variance | 0.91197 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 10903 | 55.1% |
|
| 1 | 6475 | 32.7% |
|
| 2 | 1407 | 7.1% |
|
| 3 | 471 | 2.4% |
|
| 4 | 354 | 1.8% |
|
| 5 | 140 | 0.7% |
|
| 6 | 23 | 0.1% |
|
| 7 | 3 | 0.0% |
|
| 9 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 10903 | 55.1% |
|
| 1 | 6475 | 32.7% |
|
| 2 | 1407 | 7.1% |
|
| 3 | 471 | 2.4% |
|
| 4 | 354 | 1.8% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 354 | 1.8% |
|
| 5 | 140 | 0.7% |
|
| 6 | 23 | 0.1% |
|
| 7 | 3 | 0.0% |
|
| 9 | 1 | 0.0% |
|
FamTeens_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.29767 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros (%) | 80.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.75452 |
|---|---|
| Coef of variation | 2.5348 |
| Kurtosis | 20.667 |
| Mean | 0.29767 |
| MAD | 0.47824 |
| Skewness | 3.8501 |
| Sum | 5887 |
| Variance | 0.56931 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 15887 | 80.3% |
|
| 1 | 2788 | 14.1% |
|
| 2 | 619 | 3.1% |
|
| 3 | 231 | 1.2% |
|
| 4 | 149 | 0.8% |
|
| 5 | 69 | 0.3% |
|
| 6 | 19 | 0.1% |
|
| 7 | 11 | 0.1% |
|
| 8 | 3 | 0.0% |
|
| 12 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 15887 | 80.3% |
|
| 1 | 2788 | 14.1% |
|
| 2 | 619 | 3.1% |
|
| 3 | 231 | 1.2% |
|
| 4 | 149 | 0.8% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 69 | 0.3% |
|
| 6 | 19 | 0.1% |
|
| 7 | 11 | 0.1% |
|
| 8 | 3 | 0.0% |
|
| 12 | 1 | 0.0% |
|
GoUnlimit_plan_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.23477 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 86.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.73153 |
|---|---|
| Coef of variation | 3.116 |
| Kurtosis | 26.413 |
| Mean | 0.23477 |
| MAD | 0.4056 |
| Skewness | 4.428 |
| Sum | 4643 |
| Variance | 0.53514 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 17084 | 86.4% |
|
| 1 | 1645 | 8.3% |
|
| 2 | 557 | 2.8% |
|
| 3 | 226 | 1.1% |
|
| 4 | 171 | 0.9% |
|
| 5 | 66 | 0.3% |
|
| 6 | 16 | 0.1% |
|
| 7 | 7 | 0.0% |
|
| 8 | 3 | 0.0% |
|
| 13 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 17084 | 86.4% |
|
| 1 | 1645 | 8.3% |
|
| 2 | 557 | 2.8% |
|
| 3 | 226 | 1.1% |
|
| 4 | 171 | 0.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 16 | 0.1% |
|
| 7 | 7 | 0.0% |
|
| 8 | 3 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 13 | 1 | 0.0% |
|
Hispanic_ethnicity_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.44461 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 73.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.94219 |
|---|---|
| Coef of variation | 2.1191 |
| Kurtosis | 11.784 |
| Mean | 0.44461 |
| MAD | 0.65253 |
| Skewness | 3.0216 |
| Sum | 8793 |
| Variance | 0.88772 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 14513 | 73.4% |
|
| 1 | 3349 | 16.9% |
|
| 2 | 1046 | 5.3% |
|
| 3 | 407 | 2.1% |
|
| 4 | 273 | 1.4% |
|
| 5 | 139 | 0.7% |
|
| 6 | 25 | 0.1% |
|
| 7 | 13 | 0.1% |
|
| 8 | 6 | 0.0% |
|
| 9 | 5 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14513 | 73.4% |
|
| 1 | 3349 | 16.9% |
|
| 2 | 1046 | 5.3% |
|
| 3 | 407 | 2.1% |
|
| 4 | 273 | 1.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 25 | 0.1% |
|
| 7 | 13 | 0.1% |
|
| 8 | 6 | 0.0% |
|
| 9 | 5 | 0.0% |
|
| 10 | 1 | 0.0% |
|
IphoneDev_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.7755 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 48.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.0175 |
|---|---|
| Coef of variation | 1.3121 |
| Kurtosis | 4.6696 |
| Mean | 0.7755 |
| MAD | 0.74581 |
| Skewness | 1.9158 |
| Sum | 15337 |
| Variance | 1.0354 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 9510 | 48.1% |
|
| 1 | 7412 | 37.5% |
|
| 2 | 1576 | 8.0% |
|
| 3 | 582 | 2.9% |
|
| 4 | 497 | 2.5% |
|
| 5 | 171 | 0.9% |
|
| 6 | 23 | 0.1% |
|
| 7 | 4 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 8 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 9510 | 48.1% |
|
| 1 | 7412 | 37.5% |
|
| 2 | 1576 | 8.0% |
|
| 3 | 582 | 2.9% |
|
| 4 | 497 | 2.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 171 | 0.9% |
|
| 6 | 23 | 0.1% |
|
| 7 | 4 | 0.0% |
|
| 8 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
LocalRetailer_chnl_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.25646 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros (%) | 84.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.72495 |
|---|---|
| Coef of variation | 2.8267 |
| Kurtosis | 21.472 |
| Mean | 0.25646 |
| MAD | 0.43102 |
| Skewness | 4.0537 |
| Sum | 5072 |
| Variance | 0.52555 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 16619 | 84.0% |
|
| 1 | 2052 | 10.4% |
|
| 2 | 665 | 3.4% |
|
| 3 | 218 | 1.1% |
|
| 4 | 130 | 0.7% |
|
| 5 | 62 | 0.3% |
|
| 6 | 16 | 0.1% |
|
| 7 | 12 | 0.1% |
|
| 9 | 2 | 0.0% |
|
| 8 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 16619 | 84.0% |
|
| 1 | 2052 | 10.4% |
|
| 2 | 665 | 3.4% |
|
| 3 | 218 | 1.1% |
|
| 4 | 130 | 0.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 62 | 0.3% |
|
| 6 | 16 | 0.1% |
|
| 7 | 12 | 0.1% |
|
| 8 | 1 | 0.0% |
|
| 9 | 2 | 0.0% |
|
MTM_contract_cnt
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.1913 |
|---|---|
| Minimum | 0 |
| Maximum | 30 |
| Zeros (%) | 19.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 1.0614 |
|---|---|
| Coef of variation | 0.89098 |
| Kurtosis | 32.69 |
| Mean | 1.1913 |
| MAD | 0.68945 |
| Skewness | 2.7993 |
| Sum | 23560 |
| Variance | 1.1266 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 1 | 11496 | 58.1% |
|
| 0 | 3877 | 19.6% |
|
| 2 | 2610 | 13.2% |
|
| 3 | 809 | 4.1% |
|
| 4 | 647 | 3.3% |
|
| 5 | 270 | 1.4% |
|
| 6 | 46 | 0.2% |
|
| 7 | 10 | 0.1% |
|
| 10 | 5 | 0.0% |
|
| 8 | 4 | 0.0% |
|
| Other values (3) | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3877 | 19.6% |
|
| 1 | 11496 | 58.1% |
|
| 2 | 2610 | 13.2% |
|
| 3 | 809 | 4.1% |
|
| 4 | 647 | 3.3% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 4 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 10 | 5 | 0.0% |
|
| 12 | 1 | 0.0% |
|
| 30 | 1 | 0.0% |
|
MatureAdults_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.33655 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros (%) | 76.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.72671 |
|---|---|
| Coef of variation | 2.1593 |
| Kurtosis | 13.61 |
| Mean | 0.33655 |
| MAD | 0.51209 |
| Skewness | 3.1057 |
| Sum | 6656 |
| Variance | 0.52811 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 15046 | 76.1% |
|
| 1 | 3488 | 17.6% |
|
| 2 | 837 | 4.2% |
|
| 3 | 219 | 1.1% |
|
| 4 | 126 | 0.6% |
|
| 5 | 43 | 0.2% |
|
| 6 | 11 | 0.1% |
|
| 7 | 5 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 8 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 15046 | 76.1% |
|
| 1 | 3488 | 17.6% |
|
| 2 | 837 | 4.2% |
|
| 3 | 219 | 1.1% |
|
| 4 | 126 | 0.6% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 43 | 0.2% |
|
| 6 | 11 | 0.1% |
|
| 7 | 5 | 0.0% |
|
| 8 | 1 | 0.0% |
|
| 9 | 1 | 0.0% |
|
NewVZPlan_plan_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.64995 |
|---|---|
| Minimum | 0 |
| Maximum | 30 |
| Zeros (%) | 54.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.93724 |
|---|---|
| Coef of variation | 1.442 |
| Kurtosis | 56.178 |
| Mean | 0.64995 |
| MAD | 0.70368 |
| Skewness | 3.6314 |
| Sum | 12854 |
| Variance | 0.87842 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 10706 | 54.1% |
|
| 1 | 6652 | 33.6% |
|
| 2 | 1642 | 8.3% |
|
| 3 | 426 | 2.2% |
|
| 4 | 216 | 1.1% |
|
| 5 | 91 | 0.5% |
|
| 6 | 28 | 0.1% |
|
| 7 | 7 | 0.0% |
|
| 10 | 4 | 0.0% |
|
| 9 | 2 | 0.0% |
|
| Other values (2) | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 10706 | 54.1% |
|
| 1 | 6652 | 33.6% |
|
| 2 | 1642 | 8.3% |
|
| 3 | 426 | 2.2% |
|
| 4 | 216 | 1.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 7 | 0.0% |
|
| 8 | 2 | 0.0% |
|
| 9 | 2 | 0.0% |
|
| 10 | 4 | 0.0% |
|
| 30 | 1 | 0.0% |
|
Purch_equip_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.53244 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 56.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.71872 |
|---|---|
| Coef of variation | 1.3499 |
| Kurtosis | 10.981 |
| Mean | 0.53244 |
| MAD | 0.59724 |
| Skewness | 2.1135 |
| Sum | 10530 |
| Variance | 0.51656 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 11092 | 56.1% |
|
| 1 | 7324 | 37.0% |
|
| 2 | 1056 | 5.3% |
|
| 3 | 192 | 1.0% |
|
| 4 | 79 | 0.4% |
|
| 5 | 21 | 0.1% |
|
| 6 | 5 | 0.0% |
|
| 7 | 4 | 0.0% |
|
| 10 | 3 | 0.0% |
|
| 9 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 11092 | 56.1% |
|
| 1 | 7324 | 37.0% |
|
| 2 | 1056 | 5.3% |
|
| 3 | 192 | 1.0% |
|
| 4 | 79 | 0.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 21 | 0.1% |
|
| 6 | 5 | 0.0% |
|
| 7 | 4 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 10 | 3 | 0.0% |
|
SingleLine_plan_cnt
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.14648 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros (%) | 86.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.40318 |
|---|---|
| Coef of variation | 2.7524 |
| Kurtosis | 16.751 |
| Mean | 0.14648 |
| MAD | 0.25454 |
| Skewness | 3.3058 |
| Sum | 2897 |
| Variance | 0.16255 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 17183 | 86.9% |
|
| 1 | 2334 | 11.8% |
|
| 2 | 233 | 1.2% |
|
| 3 | 17 | 0.1% |
|
| 4 | 6 | 0.0% |
|
| 5 | 3 | 0.0% |
|
| 7 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 17183 | 86.9% |
|
| 1 | 2334 | 11.8% |
|
| 2 | 233 | 1.2% |
|
| 3 | 17 | 0.1% |
|
| 4 | 6 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2 | 233 | 1.2% |
|
| 3 | 17 | 0.1% |
|
| 4 | 6 | 0.0% |
|
| 5 | 3 | 0.0% |
|
| 7 | 1 | 0.0% |
|
SngleCpleKids_cnt
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.51737 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 67.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.96564 |
|---|---|
| Coef of variation | 1.8664 |
| Kurtosis | 11.765 |
| Mean | 0.51737 |
| MAD | 0.69748 |
| Skewness | 2.8363 |
| Sum | 10232 |
| Variance | 0.93246 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 13331 | 67.4% |
|
| 1 | 4341 | 21.9% |
|
| 2 | 1207 | 6.1% |
|
| 3 | 411 | 2.1% |
|
| 4 | 292 | 1.5% |
|
| 5 | 138 | 0.7% |
|
| 6 | 38 | 0.2% |
|
| 7 | 10 | 0.1% |
|
| 10 | 3 | 0.0% |
|
| 8 | 3 | 0.0% |
|
| Other values (3) | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13331 | 67.4% |
|
| 1 | 4341 | 21.9% |
|
| 2 | 1207 | 6.1% |
|
| 3 | 411 | 2.1% |
|
| 4 | 292 | 1.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 3 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 10 | 3 | 0.0% |
|
| 12 | 1 | 0.0% |
|
| 13 | 1 | 0.0% |
|
Sprint_port_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.090914 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 93.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.4154 |
|---|---|
| Coef of variation | 4.5692 |
| Kurtosis | 84.423 |
| Mean | 0.090914 |
| MAD | 0.16994 |
| Skewness | 7.4038 |
| Sum | 1798 |
| Variance | 0.17256 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 18484 | 93.5% |
|
| 1 | 998 | 5.0% |
|
| 2 | 179 | 0.9% |
|
| 3 | 63 | 0.3% |
|
| 4 | 28 | 0.1% |
|
| 5 | 20 | 0.1% |
|
| 9 | 2 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 7 | 1 | 0.0% |
|
| 6 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 18484 | 93.5% |
|
| 1 | 998 | 5.0% |
|
| 2 | 179 | 0.9% |
|
| 3 | 63 | 0.3% |
|
| 4 | 28 | 0.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 20 | 0.1% |
|
| 6 | 1 | 0.0% |
|
| 7 | 1 | 0.0% |
|
| 9 | 2 | 0.0% |
|
| 10 | 1 | 0.0% |
|
TX_state_cd
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.4173 |
|---|---|
| Minimum | 0 |
| Maximum | 30 |
| Zeros (%) | 73.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.89103 |
|---|---|
| Coef of variation | 2.1352 |
| Kurtosis | 73.317 |
| Mean | 0.4173 |
| MAD | 0.61098 |
| Skewness | 4.6752 |
| Sum | 8253 |
| Variance | 0.79394 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 14478 | 73.2% |
|
| 1 | 3592 | 18.2% |
|
| 2 | 1031 | 5.2% |
|
| 3 | 329 | 1.7% |
|
| 4 | 212 | 1.1% |
|
| 5 | 99 | 0.5% |
|
| 6 | 19 | 0.1% |
|
| 7 | 11 | 0.1% |
|
| 8 | 2 | 0.0% |
|
| 30 | 1 | 0.0% |
|
| Other values (3) | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14478 | 73.2% |
|
| 1 | 3592 | 18.2% |
|
| 2 | 1031 | 5.2% |
|
| 3 | 329 | 1.7% |
|
| 4 | 212 | 1.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 2 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 13 | 1 | 0.0% |
|
| 30 | 1 | 0.0% |
|
T_Mobile_port_cnt
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.16818 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | 87.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.51996 |
|---|---|
| Coef of variation | 3.0918 |
| Kurtosis | 23.73 |
| Mean | 0.16818 |
| MAD | 0.29441 |
| Skewness | 4.2631 |
| Sum | 3326 |
| Variance | 0.27036 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 17311 | 87.5% |
|
| 1 | 1898 | 9.6% |
|
| 2 | 387 | 2.0% |
|
| 3 | 96 | 0.5% |
|
| 4 | 60 | 0.3% |
|
| 5 | 24 | 0.1% |
|
| 6 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 17311 | 87.5% |
|
| 1 | 1898 | 9.6% |
|
| 2 | 387 | 2.0% |
|
| 3 | 96 | 0.5% |
|
| 4 | 60 | 0.3% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2 | 387 | 2.0% |
|
| 3 | 96 | 0.5% |
|
| 4 | 60 | 0.3% |
|
| 5 | 24 | 0.1% |
|
| 6 | 1 | 0.0% |
|
TwoYear_contract_cnt
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.19169 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 83.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.46283 |
|---|---|
| Coef of variation | 2.4145 |
| Kurtosis | 19.591 |
| Mean | 0.19169 |
| MAD | 0.31867 |
| Skewness | 3.1418 |
| Sum | 3791 |
| Variance | 0.21421 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 16439 | 83.1% |
|
| 1 | 2972 | 15.0% |
|
| 2 | 301 | 1.5% |
|
| 3 | 52 | 0.3% |
|
| 4 | 9 | 0.0% |
|
| 5 | 3 | 0.0% |
|
| 10 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 16439 | 83.1% |
|
| 1 | 2972 | 15.0% |
|
| 2 | 301 | 1.5% |
|
| 3 | 52 | 0.3% |
|
| 4 | 9 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2 | 301 | 1.5% |
|
| 3 | 52 | 0.3% |
|
| 4 | 9 | 0.0% |
|
| 5 | 3 | 0.0% |
|
| 10 | 1 | 0.0% |
|
VerizonUNL_plan_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.4488 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros (%) | 74.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.97466 |
|---|---|
| Coef of variation | 2.1717 |
| Kurtosis | 12.209 |
| Mean | 0.4488 |
| MAD | 0.6655 |
| Skewness | 3.0834 |
| Sum | 8876 |
| Variance | 0.94996 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 14663 | 74.1% |
|
| 1 | 3133 | 15.8% |
|
| 2 | 1058 | 5.3% |
|
| 3 | 405 | 2.0% |
|
| 4 | 294 | 1.5% |
|
| 5 | 160 | 0.8% |
|
| 6 | 34 | 0.2% |
|
| 7 | 17 | 0.1% |
|
| 8 | 8 | 0.0% |
|
| 9 | 3 | 0.0% |
|
| Other values (2) | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14663 | 74.1% |
|
| 1 | 3133 | 15.8% |
|
| 2 | 1058 | 5.3% |
|
| 3 | 405 | 2.0% |
|
| 4 | 294 | 1.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 17 | 0.1% |
|
| 8 | 8 | 0.0% |
|
| 9 | 3 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 12 | 1 | 0.0% |
|
VoiceOnly_pplangrp_cnt
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.14689 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros (%) | 86.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.40391 |
|---|---|
| Coef of variation | 2.7498 |
| Kurtosis | 17.201 |
| Mean | 0.14689 |
| MAD | 0.25515 |
| Skewness | 3.3236 |
| Sum | 2905 |
| Variance | 0.16314 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 17177 | 86.9% |
|
| 1 | 2336 | 11.8% |
|
| 2 | 241 | 1.2% |
|
| 3 | 12 | 0.1% |
|
| 4 | 6 | 0.0% |
|
| 5 | 4 | 0.0% |
|
| 7 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 17177 | 86.9% |
|
| 1 | 2336 | 11.8% |
|
| 2 | 241 | 1.2% |
|
| 3 | 12 | 0.1% |
|
| 4 | 6 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2 | 241 | 1.2% |
|
| 3 | 12 | 0.1% |
|
| 4 | 6 | 0.0% |
|
| 5 | 4 | 0.0% |
|
| 7 | 1 | 0.0% |
|
WearablDev_cnt
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.05198 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 95.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.26498 |
|---|---|
| Coef of variation | 5.0978 |
| Kurtosis | 42.682 |
| Mean | 0.05198 |
| MAD | 0.099523 |
| Skewness | 5.998 |
| Sum | 1028 |
| Variance | 0.070215 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 18933 | 95.7% |
|
| 1 | 680 | 3.4% |
|
| 2 | 147 | 0.7% |
|
| 3 | 14 | 0.1% |
|
| 4 | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 18933 | 95.7% |
|
| 1 | 680 | 3.4% |
|
| 2 | 147 | 0.7% |
|
| 3 | 14 | 0.1% |
|
| 4 | 3 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0 | 18933 | 95.7% |
|
| 1 | 680 | 3.4% |
|
| 2 | 147 | 0.7% |
|
| 3 | 14 | 0.1% |
|
| 4 | 3 | 0.0% |
|
access_rev_acrtn
Numeric
| Distinct count | 2520 |
|---|---|
| Unique (%) | 12.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -7.1152 |
|---|---|
| Minimum | -266.5 |
| Maximum | 106.47 |
| Zeros (%) | 40.6% |
Quantile statistics
| Minimum | -266.5 |
|---|---|
| 5-th percentile | -34.372 |
| Q1 | -8.71 |
| Median | -1.13 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 106.47 |
| Range | 372.97 |
| Interquartile range | 8.71 |
Descriptive statistics
| Standard deviation | 14.153 |
|---|---|
| Coef of variation | -1.9891 |
| Kurtosis | 22.427 |
| Mean | -7.1152 |
| MAD | 8.7665 |
| Skewness | -3.5904 |
| Sum | -140720 |
| Variance | 200.3 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 8035 | 40.6% |
|
| -10.0 | 307 | 1.6% |
|
| -5.0 | 294 | 1.5% |
|
| -16.25 | 236 | 1.2% |
|
| -8.75 | 187 | 0.9% |
|
| -10.83 | 152 | 0.8% |
|
| -27.5 | 146 | 0.7% |
|
| -6.67 | 138 | 0.7% |
|
| -13.0 | 135 | 0.7% |
|
| -8.0 | 128 | 0.6% |
|
| Other values (2510) | 10019 | 50.7% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -266.5 | 1 | 0.0% |
|
| -210.0 | 1 | 0.0% |
|
| -177.42 | 1 | 0.0% |
|
| -159.4 | 1 | 0.0% |
|
| -151.7 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 42.75 | 1 | 0.0% |
|
| 43.33 | 1 | 0.0% |
|
| 60.0 | 1 | 0.0% |
|
| 75.0 | 1 | 0.0% |
|
| 106.47 | 1 | 0.0% |
|
active_loan_cnt
Numeric
| Distinct count | 36 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.8376 |
|---|---|
| Minimum | 0 |
| Maximum | 108 |
| Zeros (%) | 49.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 1 |
| 95-th percentile | 9 |
| Maximum | 108 |
| Range | 108 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 4.348 |
|---|---|
| Coef of variation | 2.3661 |
| Kurtosis | 49.238 |
| Mean | 1.8376 |
| MAD | 2.3062 |
| Skewness | 5.2278 |
| Sum | 36343 |
| Variance | 18.905 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 9745 | 49.3% |
|
| 1 | 5846 | 29.6% |
|
| 4 | 1274 | 6.4% |
|
| 2 | 1005 | 5.1% |
|
| 9 | 421 | 2.1% |
|
| 16 | 367 | 1.9% |
|
| 6 | 290 | 1.5% |
|
| 3 | 190 | 1.0% |
|
| 25 | 121 | 0.6% |
|
| 12 | 113 | 0.6% |
|
| Other values (26) | 405 | 2.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 9745 | 49.3% |
|
| 1 | 5846 | 29.6% |
|
| 2 | 1005 | 5.1% |
|
| 3 | 190 | 1.0% |
|
| 4 | 1274 | 6.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 50 | 1 | 0.0% |
|
| 56 | 1 | 0.0% |
|
| 60 | 1 | 0.0% |
|
| 91 | 1 | 0.0% |
|
| 108 | 1 | 0.0% |
|
arpu_amt
Numeric
| Distinct count | 12110 |
|---|---|
| Unique (%) | 61.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 91.849 |
|---|---|
| Minimum | -1857.8 |
| Maximum | 1633.8 |
| Zeros (%) | 4.6% |
Quantile statistics
| Minimum | -1857.8 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 41.8 |
| Median | 74.19 |
| Q3 | 117.22 |
| 95-th percentile | 248.09 |
| Maximum | 1633.8 |
| Range | 3491.6 |
| Interquartile range | 75.42 |
Descriptive statistics
| Standard deviation | 91.223 |
|---|---|
| Coef of variation | 0.99318 |
| Kurtosis | 26.881 |
| Mean | 91.849 |
| MAD | 58.425 |
| Skewness | 1.7897 |
| Sum | 1816500 |
| Variance | 8321.6 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 914 | 4.6% |
|
| 15.0 | 43 | 0.2% |
|
| 1.02 | 19 | 0.1% |
|
| 0.94 | 16 | 0.1% |
|
| 0.92 | 11 | 0.1% |
|
| 1.0 | 11 | 0.1% |
|
| 60.97 | 10 | 0.1% |
|
| 0.96 | 8 | 0.0% |
|
| 79.16 | 8 | 0.0% |
|
| 1.06 | 8 | 0.0% |
|
| Other values (12100) | 18729 | 94.7% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -1857.8 | 1 | 0.0% |
|
| -1057.14 | 1 | 0.0% |
|
| -809.6 | 1 | 0.0% |
|
| -596.04 | 1 | 0.0% |
|
| -473.33 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 860.22 | 1 | 0.0% |
|
| 861.61 | 1 | 0.0% |
|
| 880.85 | 1 | 0.0% |
|
| 885.46 | 1 | 0.0% |
|
| 1633.79 | 1 | 0.0% |
|
billed_acct_size
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.391 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros (%) | 8.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.028 |
|---|---|
| Coef of variation | 0.73906 |
| Kurtosis | 7.1592 |
| Mean | 1.391 |
| MAD | 0.72887 |
| Skewness | 2.1334 |
| Sum | 27509 |
| Variance | 1.0568 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 1 | 12636 | 63.9% |
|
| 2 | 3339 | 16.9% |
|
| 0 | 1630 | 8.2% |
|
| 3 | 1088 | 5.5% |
|
| 4 | 680 | 3.4% |
|
| 5 | 292 | 1.5% |
|
| 6 | 68 | 0.3% |
|
| 7 | 28 | 0.1% |
|
| 8 | 7 | 0.0% |
|
| 10 | 4 | 0.0% |
|
| Other values (2) | 5 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1630 | 8.2% |
|
| 1 | 12636 | 63.9% |
|
| 2 | 3339 | 16.9% |
|
| 3 | 1088 | 5.5% |
|
| 4 | 680 | 3.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 28 | 0.1% |
|
| 8 | 7 | 0.0% |
|
| 9 | 3 | 0.0% |
|
| 10 | 4 | 0.0% |
|
| 12 | 2 | 0.0% |
|
birth_year
Numeric
| Distinct count | 88 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1971.2 |
|---|---|
| Minimum | 0 |
| Maximum | 2000 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1940 |
| Q1 | 1960 |
| Median | 1976 |
| Q3 | 1988 |
| 95-th percentile | 1997 |
| Maximum | 2000 |
| Range | 2000 |
| Interquartile range | 28 |
Descriptive statistics
| Standard deviation | 60.573 |
|---|---|
| Coef of variation | 0.030729 |
| Kurtosis | 961.39 |
| Mean | 1971.2 |
| MAD | 17.1 |
| Skewness | -29.635 |
| Sum | 38984232 |
| Variance | 3669.1 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 1990 | 488 | 2.5% |
|
| 1988 | 475 | 2.4% |
|
| 1989 | 470 | 2.4% |
|
| 1985 | 468 | 2.4% |
|
| 1997 | 466 | 2.4% |
|
| 1992 | 455 | 2.3% |
|
| 1991 | 454 | 2.3% |
|
| 1995 | 449 | 2.3% |
|
| 1993 | 449 | 2.3% |
|
| 1994 | 440 | 2.2% |
|
| Other values (78) | 15163 | 76.7% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 17 | 0.1% |
|
| 1911 | 2 | 0.0% |
|
| 1912 | 3 | 0.0% |
|
| 1915 | 1 | 0.0% |
|
| 1917 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1996 | 410 | 2.1% |
|
| 1997 | 466 | 2.4% |
|
| 1998 | 438 | 2.2% |
|
| 1999 | 241 | 1.2% |
|
| 2000 | 1 | 0.0% |
|
cust_status_ind
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Mean | 0.17101 |
|---|
| 0 |
16395
|
|---|---|
| 1 |
3382
|
| Value | Count | Frequency (%) | |
| 0 | 16395 | 82.9% |
|
| 1 | 3382 | 17.1% |
|
data_overage_amt
Numeric
| Distinct count | 499 |
|---|---|
| Unique (%) | 2.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.1509 |
|---|---|
| Minimum | 0 |
| Maximum | 1515 |
| Zeros (%) | 86.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 7.5 |
| Maximum | 1515 |
| Range | 1515 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 18.845 |
|---|---|
| Coef of variation | 8.7614 |
| Kurtosis | 2407.7 |
| Mean | 2.1509 |
| MAD | 3.8134 |
| Skewness | 37.778 |
| Sum | 42539 |
| Variance | 355.13 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 17088 | 86.4% |
|
| 7.5 | 145 | 0.7% |
|
| 15.0 | 121 | 0.6% |
|
| 5.0 | 102 | 0.5% |
|
| 3.75 | 87 | 0.4% |
|
| 2.5 | 68 | 0.3% |
|
| 3.0 | 57 | 0.3% |
|
| 2.14 | 53 | 0.3% |
|
| 10.0 | 48 | 0.2% |
|
| 0.75 | 45 | 0.2% |
|
| Other values (489) | 1963 | 9.9% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.0 | 17088 | 86.4% |
|
| 0.01 | 6 | 0.0% |
|
| 0.02 | 3 | 0.0% |
|
| 0.03 | 3 | 0.0% |
|
| 0.04 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 397.5 | 1 | 0.0% |
|
| 400.0 | 1 | 0.0% |
|
| 705.0 | 1 | 0.0% |
|
| 750.0 | 1 | 0.0% |
|
| 1515.0 | 1 | 0.0% |
|
data_ovrg_Yes_cnt
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1434 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 86.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.37136 |
|---|---|
| Coef of variation | 2.5897 |
| Kurtosis | 6.7238 |
| Mean | 0.1434 |
| MAD | 0.24763 |
| Skewness | 2.5559 |
| Sum | 2836 |
| Variance | 0.13791 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 17076 | 86.3% |
|
| 1 | 2579 | 13.0% |
|
| 2 | 110 | 0.6% |
|
| 3 | 11 | 0.1% |
|
| 4 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 17076 | 86.3% |
|
| 1 | 2579 | 13.0% |
|
| 2 | 110 | 0.6% |
|
| 3 | 11 | 0.1% |
|
| 4 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0 | 17076 | 86.3% |
|
| 1 | 2579 | 13.0% |
|
| 2 | 110 | 0.6% |
|
| 3 | 11 | 0.1% |
|
| 4 | 1 | 0.0% |
|
eqp_rev_acrtn
Numeric
| Distinct count | 2782 |
|---|---|
| Unique (%) | 14.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -5.9431 |
|---|---|
| Minimum | -456 |
| Maximum | 375 |
| Zeros (%) | 52.2% |
Quantile statistics
| Minimum | -456 |
|---|---|
| 5-th percentile | -33.822 |
| Q1 | -3.04 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 375 |
| Range | 831 |
| Interquartile range | 3.04 |
Descriptive statistics
| Standard deviation | 23.728 |
|---|---|
| Coef of variation | -3.9925 |
| Kurtosis | 85.04 |
| Mean | -5.9431 |
| MAD | 9.5077 |
| Skewness | -6.0725 |
| Sum | -117540 |
| Variance | 563 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 10316 | 52.2% |
|
| -0.01 | 227 | 1.1% |
|
| -0.02 | 159 | 0.8% |
|
| -0.04 | 116 | 0.6% |
|
| -0.08 | 105 | 0.5% |
|
| -0.03 | 71 | 0.4% |
|
| -0.12 | 60 | 0.3% |
|
| -0.06 | 56 | 0.3% |
|
| -0.05 | 53 | 0.3% |
|
| -1.0 | 42 | 0.2% |
|
| Other values (2772) | 8572 | 43.3% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -456.0 | 1 | 0.0% |
|
| -450.0 | 1 | 0.0% |
|
| -435.01 | 1 | 0.0% |
|
| -434.41 | 1 | 0.0% |
|
| -359.88 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 218.95 | 1 | 0.0% |
|
| 229.35 | 1 | 0.0% |
|
| 233.27 | 1 | 0.0% |
|
| 322.7 | 1 | 0.0% |
|
| 375.0 | 2 | 0.0% |
|
frequency
Numeric
| Distinct count | 31 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9.3389 |
|---|---|
| Minimum | 1 |
| Maximum | 31 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| Median | 6 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range | 11 |
Descriptive statistics
| Standard deviation | 7.9967 |
|---|---|
| Coef of variation | 0.85628 |
| Kurtosis | -0.22969 |
| Mean | 9.3389 |
| MAD | 6.639 |
| Skewness | 0.9908 |
| Sum | 184695 |
| Variance | 63.947 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 2 | 2995 | 15.1% |
|
| 4 | 2224 | 11.2% |
|
| 3 | 1587 | 8.0% |
|
| 5 | 1220 | 6.2% |
|
| 1 | 1134 | 5.7% |
|
| 6 | 1047 | 5.3% |
|
| 7 | 934 | 4.7% |
|
| 8 | 792 | 4.0% |
|
| 9 | 725 | 3.7% |
|
| 20 | 639 | 3.2% |
|
| Other values (21) | 6480 | 32.8% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1134 | 5.7% |
|
| 2 | 2995 | 15.1% |
|
| 3 | 1587 | 8.0% |
|
| 4 | 2224 | 11.2% |
|
| 5 | 1220 | 6.2% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 27 | 205 | 1.0% |
|
| 28 | 163 | 0.8% |
|
| 29 | 142 | 0.7% |
|
| 30 | 112 | 0.6% |
|
| 31 | 105 | 0.5% |
|
gl_late_fees_amt
Numeric
| Distinct count | 1312 |
|---|---|
| Unique (%) | 6.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9.9283 |
|---|---|
| Minimum | -48 |
| Maximum | 135 |
| Zeros (%) | 42.2% |
Quantile statistics
| Minimum | -48 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 5 |
| Q3 | 15 |
| 95-th percentile | 40 |
| Maximum | 135 |
| Range | 183 |
| Interquartile range | 15 |
Descriptive statistics
| Standard deviation | 14.352 |
|---|---|
| Coef of variation | 1.4456 |
| Kurtosis | 8.4626 |
| Mean | 9.9283 |
| MAD | 10.065 |
| Skewness | 2.4318 |
| Sum | 196350 |
| Variance | 205.98 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 8341 | 42.2% |
|
| 5.0 | 3148 | 15.9% |
|
| 10.0 | 2255 | 11.4% |
|
| 15.0 | 1165 | 5.9% |
|
| 20.0 | 841 | 4.3% |
|
| 25.0 | 603 | 3.0% |
|
| 30.0 | 411 | 2.1% |
|
| 35.0 | 308 | 1.6% |
|
| 40.0 | 230 | 1.2% |
|
| 45.0 | 179 | 0.9% |
|
| Other values (1302) | 2296 | 11.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -48.0 | 1 | 0.0% |
|
| -45.0 | 1 | 0.0% |
|
| -25.11 | 1 | 0.0% |
|
| -22.0 | 1 | 0.0% |
|
| -15.0 | 2 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 118.51 | 1 | 0.0% |
|
| 120.0 | 2 | 0.0% |
|
| 125.0 | 2 | 0.0% |
|
| 130.0 | 1 | 0.0% |
|
| 135.0 | 3 | 0.0% |
|
gl_nonrecur_rev_amt
Numeric
| Distinct count | 4899 |
|---|---|
| Unique (%) | 24.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 45.222 |
|---|---|
| Minimum | -2991.1 |
| Maximum | 1515 |
| Zeros (%) | 26.2% |
Quantile statistics
| Minimum | -2991.1 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 10 |
| Q3 | 50.35 |
| 95-th percentile | 220.24 |
| Maximum | 1515 |
| Range | 4506.1 |
| Interquartile range | 50.35 |
Descriptive statistics
| Standard deviation | 107.07 |
|---|---|
| Coef of variation | 2.3676 |
| Kurtosis | 66.911 |
| Mean | 45.222 |
| MAD | 60.377 |
| Skewness | 1.1038 |
| Sum | 894350 |
| Variance | 11463 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 5174 | 26.2% |
|
| 5.0 | 1658 | 8.4% |
|
| 10.0 | 1175 | 5.9% |
|
| 15.0 | 711 | 3.6% |
|
| 20.0 | 393 | 2.0% |
|
| 30.0 | 339 | 1.7% |
|
| 25.0 | 334 | 1.7% |
|
| 35.0 | 252 | 1.3% |
|
| 40.0 | 201 | 1.0% |
|
| 45.0 | 180 | 0.9% |
|
| Other values (4889) | 9360 | 47.3% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -2991.08 | 1 | 0.0% |
|
| -1857.8 | 1 | 0.0% |
|
| -1592.0 | 1 | 0.0% |
|
| -1251.28 | 1 | 0.0% |
|
| -1242.11 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1407.28 | 1 | 0.0% |
|
| 1440.0 | 1 | 0.0% |
|
| 1486.03 | 1 | 0.0% |
|
| 1505.0 | 1 | 0.0% |
|
| 1515.0 | 1 | 0.0% |
|
handset_paychnl_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2554 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 81.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.64897 |
|---|---|
| Coef of variation | 2.541 |
| Kurtosis | 27.161 |
| Mean | 0.2554 |
| MAD | 0.41831 |
| Skewness | 3.9091 |
| Sum | 5051 |
| Variance | 0.42117 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 16196 | 81.9% |
|
| 1 | 2596 | 13.1% |
|
| 2 | 680 | 3.4% |
|
| 3 | 195 | 1.0% |
|
| 4 | 67 | 0.3% |
|
| 5 | 32 | 0.2% |
|
| 6 | 6 | 0.0% |
|
| 7 | 3 | 0.0% |
|
| 13 | 1 | 0.0% |
|
| 12 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 16196 | 81.9% |
|
| 1 | 2596 | 13.1% |
|
| 2 | 680 | 3.4% |
|
| 3 | 195 | 1.0% |
|
| 4 | 67 | 0.3% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 32 | 0.2% |
|
| 6 | 6 | 0.0% |
|
| 7 | 3 | 0.0% |
|
| 12 | 1 | 0.0% |
|
| 13 | 1 | 0.0% |
|
index
Numeric
| Distinct count | 19777 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 380340 |
|---|---|
| Minimum | 9 |
| Maximum | 758177 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 37444 |
| Q1 | 189170 |
| Median | 381390 |
| Q3 | 572020 |
| 95-th percentile | 720800 |
| Maximum | 758177 |
| Range | 758168 |
| Interquartile range | 382850 |
Descriptive statistics
| Standard deviation | 219720 |
|---|---|
| Coef of variation | 0.57769 |
| Kurtosis | -1.2125 |
| Mean | 380340 |
| MAD | 190580 |
| Skewness | -0.0034771 |
| Sum | 7521936736 |
| Variance | 48276000000 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 1 | 464893 | 2350.7% |
|
| 1 | 627376 | 3172.3% |
|
| 1 | 737917 | 3731.2% |
|
| 1 | 198693 | 1004.7% |
|
| 1 | 10880 | 55.0% |
|
| 1 | 241850 | 1222.9% |
|
| 1 | 211586 | 1069.9% |
|
| 1 | 2692 | 13.6% |
|
| 1 | 326043 | 1648.6% |
|
| 1 | 680585 | 3441.3% |
|
| Other values (19767) | 7518434221 | 38016050.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 464893 | 2350.7% |
|
| 1 | 627376 | 3172.3% |
|
| 1 | 737917 | 3731.2% |
|
| 1 | 198693 | 1004.7% |
|
| 1 | 10880 | 55.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 477901 | 2416.4% |
|
| 1 | 601343 | 3040.6% |
|
| 1 | 218368 | 1104.2% |
|
| 1 | 214259 | 1083.4% |
|
| 1 | 131072 | 662.7% |
|
monetary
Numeric
| Distinct count | 17627 |
|---|---|
| Unique (%) | 89.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 705.89 |
|---|---|
| Minimum | -3238.4 |
| Maximum | 1851.2 |
| Zeros (%) | 4.6% |
Quantile statistics
| Minimum | -3238.4 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 222.45 |
| Median | 617.36 |
| Q3 | 1180.3 |
| 95-th percentile | 1635.9 |
| Maximum | 1851.2 |
| Range | 5089.6 |
| Interquartile range | 957.81 |
Descriptive statistics
| Standard deviation | 548.88 |
|---|---|
| Coef of variation | 0.77757 |
| Kurtosis | -0.86975 |
| Mean | 705.89 |
| MAD | 475.58 |
| Skewness | 0.25934 |
| Sum | 13960000 |
| Variance | 301270 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 914 | 4.6% |
|
| 15.0 | 42 | 0.2% |
|
| 1.85 | 12 | 0.1% |
|
| 2.01 | 10 | 0.1% |
|
| 30.0 | 9 | 0.0% |
|
| 1.88 | 9 | 0.0% |
|
| -32.92 | 8 | 0.0% |
|
| 1.91 | 8 | 0.0% |
|
| 1.89 | 7 | 0.0% |
|
| 2.03 | 7 | 0.0% |
|
| Other values (17617) | 18751 | 94.8% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -3238.4 | 1 | 0.0% |
|
| -2114.29 | 1 | 0.0% |
|
| -2092.43 | 1 | 0.0% |
|
| -1857.8 | 1 | 0.0% |
|
| -1756.38 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1823.2 | 1 | 0.0% |
|
| 1827.67 | 1 | 0.0% |
|
| 1830.76 | 1 | 0.0% |
|
| 1833.37 | 1 | 0.0% |
|
| 1851.24 | 1 | 0.0% |
|
pplan_access_acrtn
Numeric
| Distinct count | 602 |
|---|---|
| Unique (%) | 3.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 20.885 |
|---|---|
| Minimum | -120 |
| Maximum | 1893.3 |
| Zeros (%) | 20.9% |
Quantile statistics
| Minimum | -120 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.75 |
| Median | 5 |
| Q3 | 20 |
| 95-th percentile | 110 |
| Maximum | 1893.3 |
| Range | 2013.3 |
| Interquartile range | 19.25 |
Descriptive statistics
| Standard deviation | 47.443 |
|---|---|
| Coef of variation | 2.2716 |
| Kurtosis | 160.93 |
| Mean | 20.885 |
| MAD | 24.797 |
| Skewness | 7.7961 |
| Sum | 413050 |
| Variance | 2250.9 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 4139 | 20.9% |
|
| 20.0 | 506 | 2.6% |
|
| 10.0 | 451 | 2.3% |
|
| 32.5 | 389 | 2.0% |
|
| 5.0 | 388 | 2.0% |
|
| 17.5 | 350 | 1.8% |
|
| 35.0 | 345 | 1.7% |
|
| 110.0 | 312 | 1.6% |
|
| 16.25 | 298 | 1.5% |
|
| 40.0 | 253 | 1.3% |
|
| Other values (592) | 12346 | 62.4% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -120.0 | 1 | 0.0% |
|
| 0.0 | 4139 | 20.9% |
|
| 0.16 | 35 | 0.2% |
|
| 0.17 | 55 | 0.3% |
|
| 0.18 | 9 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 660.0 | 1 | 0.0% |
|
| 720.0 | 2 | 0.0% |
|
| 880.0 | 1 | 0.0% |
|
| 900.0 | 1 | 0.0% |
|
| 1893.33 | 1 | 0.0% |
|
recency
Numeric
| Distinct count | 31 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 521.77 |
|---|---|
| Minimum | 51 |
| Maximum | 962 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 51 |
|---|---|
| 5-th percentile | 51 |
| Q1 | 354 |
| Median | 597 |
| Q3 | 719 |
| 95-th percentile | 872 |
| Maximum | 962 |
| Range | 911 |
| Interquartile range | 365 |
Descriptive statistics
| Standard deviation | 263.79 |
|---|---|
| Coef of variation | 0.50556 |
| Kurtosis | -0.73918 |
| Mean | 521.77 |
| MAD | 216.6 |
| Skewness | -0.63051 |
| Sum | 10318984 |
| Variance | 69584 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 51 | 3163 | 16.0% |
|
| 597 | 1322 | 6.7% |
|
| 628 | 1302 | 6.6% |
|
| 658 | 1296 | 6.6% |
|
| 689 | 1049 | 5.3% |
|
| 566 | 1043 | 5.3% |
|
| 719 | 973 | 4.9% |
|
| 750 | 960 | 4.9% |
|
| 538 | 898 | 4.5% |
|
| 781 | 799 | 4.0% |
|
| Other values (21) | 6972 | 35.3% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 51 | 3163 | 16.0% |
|
| 81 | 76 | 0.4% |
|
| 112 | 95 | 0.5% |
|
| 142 | 109 | 0.6% |
|
| 173 | 133 | 0.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 842 | 645 | 3.3% |
|
| 872 | 563 | 2.8% |
|
| 903 | 345 | 1.7% |
|
| 931 | 295 | 1.5% |
|
| 962 | 25 | 0.1% |
|
recurring_paychnl_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.3412 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 73.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.6647 |
|---|---|
| Coef of variation | 1.9481 |
| Kurtosis | 12.967 |
| Mean | 0.3412 |
| MAD | 0.5006 |
| Skewness | 2.7959 |
| Sum | 6748 |
| Variance | 0.44183 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0 | 14508 | 73.4% |
|
| 1 | 4213 | 21.3% |
|
| 2 | 791 | 4.0% |
|
| 3 | 159 | 0.8% |
|
| 4 | 73 | 0.4% |
|
| 5 | 22 | 0.1% |
|
| 6 | 7 | 0.0% |
|
| 7 | 2 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 8 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14508 | 73.4% |
|
| 1 | 4213 | 21.3% |
|
| 2 | 791 | 4.0% |
|
| 3 | 159 | 0.8% |
|
| 4 | 73 | 0.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 22 | 0.1% |
|
| 6 | 7 | 0.0% |
|
| 7 | 2 | 0.0% |
|
| 8 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
tot_revenue_acrtn
Numeric
| Distinct count | 8243 |
|---|---|
| Unique (%) | 41.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -30.722 |
|---|---|
| Minimum | -628.74 |
| Maximum | 704.12 |
| Zeros (%) | 7.9% |
Quantile statistics
| Minimum | -628.74 |
|---|---|
| 5-th percentile | -142.1 |
| Q1 | -35.66 |
| Median | -11.5 |
| Q3 | -1.33 |
| 95-th percentile | 2.724 |
| Maximum | 704.12 |
| Range | 1332.9 |
| Interquartile range | 34.33 |
Descriptive statistics
| Standard deviation | 60.58 |
|---|---|
| Coef of variation | -1.9719 |
| Kurtosis | 19.761 |
| Mean | -30.722 |
| MAD | 36.035 |
| Skewness | -2.4221 |
| Sum | -607580 |
| Variance | 3669.9 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 1572 | 7.9% |
|
| 0.01 | 268 | 1.4% |
|
| 0.02 | 46 | 0.2% |
|
| 0.03 | 37 | 0.2% |
|
| -1.64 | 34 | 0.2% |
|
| -1.36 | 28 | 0.1% |
|
| -1.56 | 27 | 0.1% |
|
| -1.5 | 26 | 0.1% |
|
| -1.74 | 24 | 0.1% |
|
| -1.42 | 23 | 0.1% |
|
| Other values (8233) | 17692 | 89.5% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -628.74 | 1 | 0.0% |
|
| -612.8 | 1 | 0.0% |
|
| -612.56 | 1 | 0.0% |
|
| -601.31 | 1 | 0.0% |
|
| -585.84 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 535.35 | 1 | 0.0% |
|
| 598.35 | 1 | 0.0% |
|
| 638.32 | 1 | 0.0% |
|
| 703.72 | 1 | 0.0% |
|
| 704.12 | 1 | 0.0% |
|
usage_rev_acrtn
Numeric
| Distinct count | 577 |
|---|---|
| Unique (%) | 2.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.1153 |
|---|---|
| Minimum | -200 |
| Maximum | 750 |
| Zeros (%) | 92.7% |
Quantile statistics
| Minimum | -200 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.41 |
| Maximum | 750 |
| Range | 950 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 16.748 |
|---|---|
| Coef of variation | 15.017 |
| Kurtosis | 782.25 |
| Mean | 1.1153 |
| MAD | 2.3084 |
| Skewness | 24.666 |
| Sum | 22057 |
| Variance | 280.51 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 18326 | 92.7% |
|
| 7.5 | 64 | 0.3% |
|
| 5.0 | 36 | 0.2% |
|
| 0.1 | 33 | 0.2% |
|
| 0.5 | 32 | 0.2% |
|
| 15.0 | 29 | 0.1% |
|
| 1.0 | 26 | 0.1% |
|
| 0.9 | 24 | 0.1% |
|
| 0.66 | 18 | 0.1% |
|
| 3.75 | 18 | 0.1% |
|
| Other values (567) | 1171 | 5.9% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -200.0 | 1 | 0.0% |
|
| -154.0 | 1 | 0.0% |
|
| -90.0 | 1 | 0.0% |
|
| -71.12 | 1 | 0.0% |
|
| -68.0 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 548.66 | 1 | 0.0% |
|
| 571.46 | 1 | 0.0% |
|
| 575.19 | 1 | 0.0% |
|
| 705.0 | 1 | 0.0% |
|
| 750.0 | 1 | 0.0% |
|
voice_overage_amt
Numeric
| Distinct count | 397 |
|---|---|
| Unique (%) | 2.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.37933 |
|---|---|
| Minimum | 0 |
| Maximum | 548.66 |
| Zeros (%) | 96.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 548.66 |
| Range | 548.66 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 7.0169 |
|---|---|
| Coef of variation | 18.498 |
| Kurtosis | 3593.9 |
| Mean | 0.37933 |
| MAD | 0.73318 |
| Skewness | 52.186 |
| Sum | 7502.1 |
| Variance | 49.237 |
| Memory size | 154.6 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 19028 | 96.2% |
|
| 0.9 | 28 | 0.1% |
|
| 1.79 | 18 | 0.1% |
|
| 0.14 | 13 | 0.1% |
|
| 0.6 | 12 | 0.1% |
|
| 0.26 | 12 | 0.1% |
|
| 0.08 | 10 | 0.1% |
|
| 2.68 | 10 | 0.1% |
|
| 0.09 | 9 | 0.0% |
|
| 0.45 | 8 | 0.0% |
|
| Other values (387) | 629 | 3.2% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.0 | 19028 | 96.2% |
|
| 0.02 | 1 | 0.0% |
|
| 0.04 | 6 | 0.0% |
|
| 0.05 | 1 | 0.0% |
|
| 0.07 | 8 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 165.58 | 1 | 0.0% |
|
| 213.01 | 1 | 0.0% |
|
| 228.74 | 1 | 0.0% |
|
| 521.76 | 1 | 0.0% |
|
| 548.66 | 1 | 0.0% |
|
| cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | active_loan_cnt | birth_year | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | gl_late_fees_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | Customer_Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 50842 | 0 | 324 | 11 | 1474.57 | 2 | 0 | 3 | 6 | 1956 | 3 | 2 | 0 | 3 | 3 | 0 | 2 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | 3 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 134.05 | 25.0 | 145.38 | 0.00 | -22.20 | 12.09 | -13.08 | 0.0 | 4.09 | 0.0 | 2 |
| 344405 | 0 | 507 | 16 | 1117.69 | 1 | 0 | 1 | 0 | 1968 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 69.86 | 15.0 | 15.08 | 2.19 | -3.91 | -2.19 | 0.00 | 0.0 | 0.00 | 0.0 | 2 |
| 531372 | 0 | 416 | 11 | 1055.67 | 1 | 0 | 1 | 1 | 1999 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 95.97 | 20.0 | 20.00 | 3.64 | -14.10 | 0.00 | -1.98 | 0.0 | 0.00 | 0.0 | 2 |
| 649366 | 0 | 658 | 1 | 0.00 | 0 | 0 | 0 | 0 | 1983 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0.00 | 0.0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.0 | 0.00 | 0.0 | 2 |
| 218083 | 0 | 293 | 13 | 1514.10 | 0 | 0 | 2 | 2 | 1996 | 2 | 0 | 1 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 1 | 0 | 116.47 | 0.0 | 0.00 | 0.00 | -18.65 | 0.00 | -1.63 | 0.0 | 0.00 | 0.0 | 2 |
1. Recency - Very Low (Mean - 524.16)
2. Frequency - Very Low (Mean - 9.2962)
3. Monetary - Very Low (Mean - 702.76)
6. IphoneDev_cnt - 51.9%
10. ARPU Amount - 91.445 (Mean)
11. billed_acct_size - 1.3875 (Mean)
12. Birth Year - 1971 (Mean)
13. % of AT&T port in - 13.1%
14. % of Sprint_port in - 6.5%
15. % of T mobile port in - 12.2%
16. % of Android Devices - 34%
17. CA users - 49.1%
18. TX users - 27.1%
19. CommunicStore_chnl_cnt - 40.2%
20. Edge_contract_cnt - 44.2%
22. SingleLine_plan_cnt - 13.2%
23. data_ovrg_Yes_cnt - 13.4%
25. Hispanic Ethnicity - 26.7%
27. Purch_equip_cnt - 43.5%
29. WearablDev_cnt - 3.2%
30. active_loan_cnt - 50%
31. Total Revenue Acrtn - -30.913(Mean)
df[df['Customer_Cluster']== 2].head(10)
| cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | active_loan_cnt | birth_year | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | gl_late_fees_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | Customer_Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 50842 | 0 | 324 | 11 | 1474.57 | 2 | 0 | 3 | 6 | 1956 | 3 | 2 | 0 | 3 | 3 | 0 | 2 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | 3 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 134.05 | 25.0 | 145.38 | 0.00 | -22.20 | 12.09 | -13.08 | 0.0 | 4.09 | 0.0 | 2 |
| 344405 | 0 | 507 | 16 | 1117.69 | 1 | 0 | 1 | 0 | 1968 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 69.86 | 15.0 | 15.08 | 2.19 | -3.91 | -2.19 | 0.00 | 0.0 | 0.00 | 0.0 | 2 |
| 531372 | 0 | 416 | 11 | 1055.67 | 1 | 0 | 1 | 1 | 1999 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 95.97 | 20.0 | 20.00 | 3.64 | -14.10 | 0.00 | -1.98 | 0.0 | 0.00 | 0.0 | 2 |
| 649366 | 0 | 658 | 1 | 0.00 | 0 | 0 | 0 | 0 | 1983 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0.00 | 0.0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.0 | 0.00 | 0.0 | 2 |
| 218083 | 0 | 293 | 13 | 1514.10 | 0 | 0 | 2 | 2 | 1996 | 2 | 0 | 1 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 1 | 0 | 116.47 | 0.0 | 0.00 | 0.00 | -18.65 | 0.00 | -1.63 | 0.0 | 0.00 | 0.0 | 2 |
| 111340 | 0 | 263 | 16 | 1414.54 | 0 | 0 | 1 | 0 | 1993 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 88.41 | 5.0 | 5.00 | 0.00 | -5.73 | 0.00 | 0.00 | 0.0 | 0.00 | 0.0 | 2 |
| 350378 | 0 | 658 | 2 | 172.45 | 1 | 0 | 1 | 0 | 1982 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 86.22 | 5.0 | 5.00 | 20.00 | -17.44 | 0.00 | 0.00 | 0.0 | 0.00 | 0.0 | 2 |
| 215561 | 0 | 689 | 3 | 179.94 | 1 | 0 | 1 | 1 | 1990 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 59.98 | 0.0 | 0.00 | 13.33 | -66.29 | -13.33 | -4.66 | 0.0 | 0.00 | 0.0 | 2 |
| 499436 | 0 | 597 | 4 | 189.99 | 0 | 0 | 1 | 0 | 1988 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 47.50 | 10.0 | 40.20 | 12.50 | -25.02 | -12.50 | 0.00 | 0.0 | 7.50 | 0.0 | 2 |
| 602875 | 0 | 903 | 2 | 342.04 | 2 | 0 | 2 | 0 | 1980 | 0 | 0 | 2 | 0 | 0 | 2 | 0 | 0 | 2 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 171.02 | 5.0 | 5.00 | 80.00 | -34.56 | 0.00 | 0.00 | 0.0 | 0.00 | 0.0 | 2 |
Cluster 2 contains customers who are either churned or are having trouble paying their monthly phone bills. We can name this cluster as "bronze"
profile4 = pandas_profiling.ProfileReport(df[df['Customer_Cluster']== 3])
profile4
Dataset info
| Number of variables | 48 |
|---|---|
| Number of observations | 16041 |
| Total Missing (%) | 0.0% |
| Total size in memory | 5.8 MiB |
| Average record size in memory | 380.0 B |
Variables types
| Numeric | 45 |
|---|---|
| Categorical | 0 |
| Boolean | 1 |
| Date | 0 |
| Text (Unique) | 0 |
| Rejected | 2 |
| Unsupported | 0 |
Warnings
ATT_port_cnt has 11373 / 70.9% zeros ZerosAndroidDev_cnt has 8098 / 50.5% zeros ZerosBasicDev_cnt has 15409 / 96.1% zeros ZerosBeyondUnlmtd_plan_cnt has 13499 / 84.2% zeros ZerosCA_state_cd has 8513 / 53.1% zeros ZerosCommunicStore_chnl_cnt has 6729 / 41.9% zeros ZerosCustomer_Cluster has constant value 3 RejectedDataOnly_Revtype_cnt has 10302 / 64.2% zeros ZerosEdge_contract_cnt has 579 / 3.6% zeros ZerosFamTeens_cnt has 10841 / 67.6% zeros ZerosGoUnlimit_plan_cnt has 8654 / 53.9% zeros ZerosHispanic_ethnicity_cnt has 11203 / 69.8% zeros ZerosIphoneDev_cnt has 3291 / 20.5% zeros ZerosLocalRetailer_chnl_cnt has 12012 / 74.9% zeros ZerosMTM_contract_cnt has 1641 / 10.2% zeros ZerosMatureAdults_cnt has 13626 / 84.9% zeros ZerosNewVZPlan_plan_cnt has 9812 / 61.2% zeros ZerosPurch_equip_cnt has 8752 / 54.6% zeros ZerosSingleLine_plan_cnt has 15564 / 97.0% zeros ZerosSngleCpleKids_cnt has 8844 / 55.1% zeros ZerosSprint_port_cnt has 13165 / 82.1% zeros ZerosTX_state_cd has 10996 / 68.5% zeros ZerosT_Mobile_port_cnt has 13376 / 83.4% zeros ZerosTwoYear_contract_cnt has 11977 / 74.7% zeros ZerosVerizonUNL_plan_cnt has 8697 / 54.2% zeros ZerosVoiceOnly_pplangrp_cnt is highly correlated with SingleLine_plan_cnt (ρ = 0.92297) RejectedWearablDev_cnt has 13479 / 84.0% zeros Zerosaccess_rev_acrtn has 5631 / 35.1% zeros Zerosactive_loan_cnt has 562 / 3.5% zeros Zerosbirth_year is highly skewed (γ1 = -42.651) Skeweddata_overage_amt has 13332 / 83.1% zeros Zerosdata_ovrg_Yes_cnt has 13297 / 82.9% zeros Zeroseqp_rev_acrtn is highly skewed (γ1 = -27.681) Skewedeqp_rev_acrtn has 1165 / 7.3% zeros Zerosgl_late_fees_amt has 4780 / 29.8% zeros Zerosgl_nonrecur_rev_amt has 1775 / 11.1% zeros Zeroshandset_paychnl_cnt has 6425 / 40.1% zeros Zerospplan_access_acrtn is highly skewed (γ1 = 36.691) Skewedpplan_access_acrtn has 7318 / 45.6% zeros Zerosrecurring_paychnl_cnt has 4406 / 27.5% zeros Zerosusage_rev_acrtn is highly skewed (γ1 = -78.958) Skewedusage_rev_acrtn has 14072 / 87.7% zeros Zerosvoice_overage_amt is highly skewed (γ1 = 79.039) Skewedvoice_overage_amt has 14178 / 88.4% zeros ZerosATT_port_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.52634 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 70.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.96352 |
|---|---|
| Coef of variation | 1.8306 |
| Kurtosis | 4.4422 |
| Mean | 0.52634 |
| MAD | 0.74634 |
| Skewness | 2.0353 |
| Sum | 8443 |
| Variance | 0.92837 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 11373 | 70.9% |
|
| 1 | 2080 | 13.0% |
|
| 2 | 1777 | 11.1% |
|
| 3 | 509 | 3.2% |
|
| 4 | 248 | 1.5% |
|
| 5 | 41 | 0.3% |
|
| 6 | 10 | 0.1% |
|
| 7 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 8 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 11373 | 70.9% |
|
| 1 | 2080 | 13.0% |
|
| 2 | 1777 | 11.1% |
|
| 3 | 509 | 3.2% |
|
| 4 | 248 | 1.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 41 | 0.3% |
|
| 6 | 10 | 0.1% |
|
| 7 | 1 | 0.0% |
|
| 8 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
AndroidDev_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.87195 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 50.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.0925 |
|---|---|
| Coef of variation | 1.2529 |
| Kurtosis | 2.2467 |
| Mean | 0.87195 |
| MAD | 0.88038 |
| Skewness | 1.3394 |
| Sum | 13987 |
| Variance | 1.1935 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 8098 | 50.5% |
|
| 1 | 3750 | 23.4% |
|
| 2 | 2904 | 18.1% |
|
| 3 | 867 | 5.4% |
|
| 4 | 324 | 2.0% |
|
| 5 | 74 | 0.5% |
|
| 6 | 17 | 0.1% |
|
| 8 | 3 | 0.0% |
|
| 9 | 2 | 0.0% |
|
| 7 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8098 | 50.5% |
|
| 1 | 3750 | 23.4% |
|
| 2 | 2904 | 18.1% |
|
| 3 | 867 | 5.4% |
|
| 4 | 324 | 2.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 17 | 0.1% |
|
| 7 | 1 | 0.0% |
|
| 8 | 3 | 0.0% |
|
| 9 | 2 | 0.0% |
|
| 11 | 1 | 0.0% |
|
BasicDev_cnt
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.045758 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros (%) | 96.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.2447 |
|---|---|
| Coef of variation | 5.3476 |
| Kurtosis | 63.879 |
| Mean | 0.045758 |
| MAD | 0.08791 |
| Skewness | 6.8203 |
| Sum | 734 |
| Variance | 0.059876 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 15409 | 96.1% |
|
| 1 | 551 | 3.4% |
|
| 2 | 65 | 0.4% |
|
| 3 | 13 | 0.1% |
|
| 5 | 2 | 0.0% |
|
| 4 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 15409 | 96.1% |
|
| 1 | 551 | 3.4% |
|
| 2 | 65 | 0.4% |
|
| 3 | 13 | 0.1% |
|
| 4 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 551 | 3.4% |
|
| 2 | 65 | 0.4% |
|
| 3 | 13 | 0.1% |
|
| 4 | 1 | 0.0% |
|
| 5 | 2 | 0.0% |
|
BeyondUnlmtd_plan_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.43258 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 84.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 1.1133 |
|---|---|
| Coef of variation | 2.5736 |
| Kurtosis | 8.6131 |
| Mean | 0.43258 |
| MAD | 0.72806 |
| Skewness | 2.8431 |
| Sum | 6939 |
| Variance | 1.2394 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 13499 | 84.2% |
|
| 2 | 1050 | 6.5% |
|
| 3 | 651 | 4.1% |
|
| 4 | 349 | 2.2% |
|
| 1 | 273 | 1.7% |
|
| 5 | 139 | 0.9% |
|
| 6 | 58 | 0.4% |
|
| 7 | 11 | 0.1% |
|
| 8 | 5 | 0.0% |
|
| 10 | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13499 | 84.2% |
|
| 1 | 273 | 1.7% |
|
| 2 | 1050 | 6.5% |
|
| 3 | 651 | 4.1% |
|
| 4 | 349 | 2.2% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 58 | 0.4% |
|
| 7 | 11 | 0.1% |
|
| 8 | 5 | 0.0% |
|
| 9 | 3 | 0.0% |
|
| 10 | 3 | 0.0% |
|
CA_state_cd
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.4118 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 53.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.7492 |
|---|---|
| Coef of variation | 1.239 |
| Kurtosis | 0.6809 |
| Mean | 1.4118 |
| MAD | 1.5214 |
| Skewness | 1.0464 |
| Sum | 22646 |
| Variance | 3.0596 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 8513 | 53.1% |
|
| 2 | 2719 | 17.0% |
|
| 3 | 2112 | 13.2% |
|
| 4 | 1362 | 8.5% |
|
| 5 | 557 | 3.5% |
|
| 1 | 448 | 2.8% |
|
| 6 | 220 | 1.4% |
|
| 7 | 59 | 0.4% |
|
| 8 | 24 | 0.1% |
|
| 9 | 12 | 0.1% |
|
| Other values (4) | 15 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8513 | 53.1% |
|
| 1 | 448 | 2.8% |
|
| 2 | 2719 | 17.0% |
|
| 3 | 2112 | 13.2% |
|
| 4 | 1362 | 8.5% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 12 | 0.1% |
|
| 10 | 11 | 0.1% |
|
| 11 | 1 | 0.0% |
|
| 12 | 2 | 0.0% |
|
| 13 | 1 | 0.0% |
|
CommunicStore_chnl_cnt
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.3374 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 41.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.471 |
|---|---|
| Coef of variation | 1.0999 |
| Kurtosis | 1.4231 |
| Mean | 1.3374 |
| MAD | 1.2307 |
| Skewness | 1.0948 |
| Sum | 21453 |
| Variance | 2.1637 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 6729 | 41.9% |
|
| 2 | 3499 | 21.8% |
|
| 1 | 2583 | 16.1% |
|
| 3 | 1802 | 11.2% |
|
| 4 | 944 | 5.9% |
|
| 5 | 326 | 2.0% |
|
| 6 | 100 | 0.6% |
|
| 7 | 28 | 0.2% |
|
| 8 | 19 | 0.1% |
|
| 10 | 4 | 0.0% |
|
| Other values (4) | 7 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6729 | 41.9% |
|
| 1 | 2583 | 16.1% |
|
| 2 | 3499 | 21.8% |
|
| 3 | 1802 | 11.2% |
|
| 4 | 944 | 5.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 4 | 0.0% |
|
| 10 | 4 | 0.0% |
|
| 11 | 1 | 0.0% |
|
| 12 | 1 | 0.0% |
|
| 13 | 1 | 0.0% |
|
Customer_Cluster
Constant
This variable is constant and should be ignored for analysis
| Constant value | 3 |
|---|
DataOnly_Revtype_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.48064 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros (%) | 64.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.76399 |
|---|---|
| Coef of variation | 1.5895 |
| Kurtosis | 7.64 |
| Mean | 0.48064 |
| MAD | 0.61737 |
| Skewness | 2.116 |
| Sum | 7710 |
| Variance | 0.58368 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 10302 | 64.2% |
|
| 1 | 4243 | 26.5% |
|
| 2 | 1161 | 7.2% |
|
| 3 | 245 | 1.5% |
|
| 4 | 63 | 0.4% |
|
| 5 | 17 | 0.1% |
|
| 8 | 4 | 0.0% |
|
| 6 | 3 | 0.0% |
|
| 7 | 2 | 0.0% |
|
| 9 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 10302 | 64.2% |
|
| 1 | 4243 | 26.5% |
|
| 2 | 1161 | 7.2% |
|
| 3 | 245 | 1.5% |
|
| 4 | 63 | 0.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 17 | 0.1% |
|
| 6 | 3 | 0.0% |
|
| 7 | 2 | 0.0% |
|
| 8 | 4 | 0.0% |
|
| 9 | 1 | 0.0% |
|
Edge_contract_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.0941 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 3.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.0408 |
|---|---|
| Coef of variation | 0.49704 |
| Kurtosis | 3.0895 |
| Mean | 2.0941 |
| MAD | 0.71416 |
| Skewness | 0.97407 |
| Sum | 33591 |
| Variance | 1.0834 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 2 | 7911 | 49.3% |
|
| 1 | 3447 | 21.5% |
|
| 3 | 2638 | 16.4% |
|
| 4 | 1086 | 6.8% |
|
| 0 | 579 | 3.6% |
|
| 5 | 273 | 1.7% |
|
| 6 | 74 | 0.5% |
|
| 7 | 21 | 0.1% |
|
| 8 | 7 | 0.0% |
|
| 11 | 3 | 0.0% |
|
| Other values (2) | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 579 | 3.6% |
|
| 1 | 3447 | 21.5% |
|
| 2 | 7911 | 49.3% |
|
| 3 | 2638 | 16.4% |
|
| 4 | 1086 | 6.8% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 21 | 0.1% |
|
| 8 | 7 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 11 | 3 | 0.0% |
|
FamTeens_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.87538 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 67.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.4481 |
|---|---|
| Coef of variation | 1.6543 |
| Kurtosis | 1.9763 |
| Mean | 0.87538 |
| MAD | 1.1832 |
| Skewness | 1.6015 |
| Sum | 14042 |
| Variance | 2.0971 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 10841 | 67.6% |
|
| 2 | 2004 | 12.5% |
|
| 3 | 1317 | 8.2% |
|
| 4 | 751 | 4.7% |
|
| 1 | 692 | 4.3% |
|
| 5 | 287 | 1.8% |
|
| 6 | 111 | 0.7% |
|
| 7 | 26 | 0.2% |
|
| 8 | 6 | 0.0% |
|
| 9 | 4 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 10841 | 67.6% |
|
| 1 | 692 | 4.3% |
|
| 2 | 2004 | 12.5% |
|
| 3 | 1317 | 8.2% |
|
| 4 | 751 | 4.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 111 | 0.7% |
|
| 7 | 26 | 0.2% |
|
| 8 | 6 | 0.0% |
|
| 9 | 4 | 0.0% |
|
| 10 | 2 | 0.0% |
|
GoUnlimit_plan_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.3458 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 53.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.6954 |
|---|---|
| Coef of variation | 1.2598 |
| Kurtosis | 0.39821 |
| Mean | 1.3458 |
| MAD | 1.4756 |
| Skewness | 1.0383 |
| Sum | 21588 |
| Variance | 2.8745 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 8654 | 53.9% |
|
| 2 | 2835 | 17.7% |
|
| 3 | 1877 | 11.7% |
|
| 4 | 1333 | 8.3% |
|
| 1 | 545 | 3.4% |
|
| 5 | 515 | 3.2% |
|
| 6 | 196 | 1.2% |
|
| 7 | 48 | 0.3% |
|
| 8 | 26 | 0.2% |
|
| 9 | 6 | 0.0% |
|
| Other values (2) | 6 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8654 | 53.9% |
|
| 1 | 545 | 3.4% |
|
| 2 | 2835 | 17.7% |
|
| 3 | 1877 | 11.7% |
|
| 4 | 1333 | 8.3% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 48 | 0.3% |
|
| 8 | 26 | 0.2% |
|
| 9 | 6 | 0.0% |
|
| 10 | 5 | 0.0% |
|
| 11 | 1 | 0.0% |
|
Hispanic_ethnicity_cnt
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.8722 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros (%) | 69.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.5059 |
|---|---|
| Coef of variation | 1.7266 |
| Kurtosis | 2.8904 |
| Mean | 0.8722 |
| MAD | 1.2183 |
| Skewness | 1.7476 |
| Sum | 13991 |
| Variance | 2.2678 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 11203 | 69.8% |
|
| 2 | 1891 | 11.8% |
|
| 3 | 1331 | 8.3% |
|
| 4 | 754 | 4.7% |
|
| 1 | 358 | 2.2% |
|
| 5 | 310 | 1.9% |
|
| 6 | 126 | 0.8% |
|
| 7 | 39 | 0.2% |
|
| 8 | 11 | 0.1% |
|
| 10 | 8 | 0.0% |
|
| Other values (3) | 10 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 11203 | 69.8% |
|
| 1 | 358 | 2.2% |
|
| 2 | 1891 | 11.8% |
|
| 3 | 1331 | 8.3% |
|
| 4 | 754 | 4.7% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 11 | 0.1% |
|
| 9 | 8 | 0.0% |
|
| 10 | 8 | 0.0% |
|
| 11 | 1 | 0.0% |
|
| 12 | 1 | 0.0% |
|
IphoneDev_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.5824 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros (%) | 20.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.2042 |
|---|---|
| Coef of variation | 0.76097 |
| Kurtosis | 0.97098 |
| Mean | 1.5824 |
| MAD | 0.97472 |
| Skewness | 0.73408 |
| Sum | 25384 |
| Variance | 1.4501 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 2 | 5386 | 33.6% |
|
| 1 | 4481 | 27.9% |
|
| 0 | 3291 | 20.5% |
|
| 3 | 1785 | 11.1% |
|
| 4 | 825 | 5.1% |
|
| 5 | 195 | 1.2% |
|
| 6 | 55 | 0.3% |
|
| 7 | 16 | 0.1% |
|
| 8 | 4 | 0.0% |
|
| 9 | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3291 | 20.5% |
|
| 1 | 4481 | 27.9% |
|
| 2 | 5386 | 33.6% |
|
| 3 | 1785 | 11.1% |
|
| 4 | 825 | 5.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 195 | 1.2% |
|
| 6 | 55 | 0.3% |
|
| 7 | 16 | 0.1% |
|
| 8 | 4 | 0.0% |
|
| 9 | 3 | 0.0% |
|
LocalRetailer_chnl_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.53095 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 74.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.0938 |
|---|---|
| Coef of variation | 2.06 |
| Kurtosis | 6.5611 |
| Mean | 0.53095 |
| MAD | 0.79519 |
| Skewness | 2.4169 |
| Sum | 8517 |
| Variance | 1.1963 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 12012 | 74.9% |
|
| 1 | 1484 | 9.3% |
|
| 2 | 1356 | 8.5% |
|
| 3 | 691 | 4.3% |
|
| 4 | 341 | 2.1% |
|
| 5 | 94 | 0.6% |
|
| 6 | 40 | 0.2% |
|
| 7 | 16 | 0.1% |
|
| 8 | 3 | 0.0% |
|
| 10 | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 12012 | 74.9% |
|
| 1 | 1484 | 9.3% |
|
| 2 | 1356 | 8.5% |
|
| 3 | 691 | 4.3% |
|
| 4 | 341 | 2.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 40 | 0.2% |
|
| 7 | 16 | 0.1% |
|
| 8 | 3 | 0.0% |
|
| 9 | 2 | 0.0% |
|
| 10 | 2 | 0.0% |
|
MTM_contract_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.748 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 10.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.1809 |
|---|---|
| Coef of variation | 0.67559 |
| Kurtosis | 2.8549 |
| Mean | 1.748 |
| MAD | 0.90215 |
| Skewness | 1.1617 |
| Sum | 28039 |
| Variance | 1.3945 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 1 | 5839 | 36.4% |
|
| 2 | 5438 | 33.9% |
|
| 3 | 1791 | 11.2% |
|
| 0 | 1641 | 10.2% |
|
| 4 | 933 | 5.8% |
|
| 5 | 265 | 1.7% |
|
| 6 | 83 | 0.5% |
|
| 7 | 28 | 0.2% |
|
| 8 | 12 | 0.1% |
|
| 9 | 7 | 0.0% |
|
| Other values (2) | 4 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1641 | 10.2% |
|
| 1 | 5839 | 36.4% |
|
| 2 | 5438 | 33.9% |
|
| 3 | 1791 | 11.2% |
|
| 4 | 933 | 5.8% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 28 | 0.2% |
|
| 8 | 12 | 0.1% |
|
| 9 | 7 | 0.0% |
|
| 10 | 3 | 0.0% |
|
| 11 | 1 | 0.0% |
|
MatureAdults_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.44249 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 84.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 1.1598 |
|---|---|
| Coef of variation | 2.621 |
| Kurtosis | 8.7272 |
| Mean | 0.44249 |
| MAD | 0.75175 |
| Skewness | 2.8547 |
| Sum | 7098 |
| Variance | 1.3451 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 13626 | 84.9% |
|
| 2 | 877 | 5.5% |
|
| 3 | 713 | 4.4% |
|
| 4 | 415 | 2.6% |
|
| 5 | 163 | 1.0% |
|
| 1 | 162 | 1.0% |
|
| 6 | 54 | 0.3% |
|
| 7 | 16 | 0.1% |
|
| 8 | 8 | 0.0% |
|
| 9 | 5 | 0.0% |
|
| Other values (2) | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13626 | 84.9% |
|
| 1 | 162 | 1.0% |
|
| 2 | 877 | 5.5% |
|
| 3 | 713 | 4.4% |
|
| 4 | 415 | 2.6% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 16 | 0.1% |
|
| 8 | 8 | 0.0% |
|
| 9 | 5 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 13 | 1 | 0.0% |
|
NewVZPlan_plan_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.89639 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 61.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.3224 |
|---|---|
| Coef of variation | 1.4752 |
| Kurtosis | 1.5503 |
| Mean | 0.89639 |
| MAD | 1.0966 |
| Skewness | 1.4186 |
| Sum | 14379 |
| Variance | 1.7486 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 9812 | 61.2% |
|
| 2 | 2568 | 16.0% |
|
| 1 | 1477 | 9.2% |
|
| 3 | 1339 | 8.3% |
|
| 4 | 581 | 3.6% |
|
| 5 | 187 | 1.2% |
|
| 6 | 59 | 0.4% |
|
| 7 | 12 | 0.1% |
|
| 8 | 3 | 0.0% |
|
| 9 | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 9812 | 61.2% |
|
| 1 | 1477 | 9.2% |
|
| 2 | 2568 | 16.0% |
|
| 3 | 1339 | 8.3% |
|
| 4 | 581 | 3.6% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 59 | 0.4% |
|
| 7 | 12 | 0.1% |
|
| 8 | 3 | 0.0% |
|
| 9 | 2 | 0.0% |
|
| 10 | 1 | 0.0% |
|
Purch_equip_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.74378 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 54.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.0655 |
|---|---|
| Coef of variation | 1.4325 |
| Kurtosis | 5.3754 |
| Mean | 0.74378 |
| MAD | 0.81162 |
| Skewness | 1.9751 |
| Sum | 11931 |
| Variance | 1.1352 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 8752 | 54.6% |
|
| 1 | 4451 | 27.7% |
|
| 2 | 1753 | 10.9% |
|
| 3 | 639 | 4.0% |
|
| 4 | 261 | 1.6% |
|
| 5 | 127 | 0.8% |
|
| 6 | 40 | 0.2% |
|
| 7 | 12 | 0.1% |
|
| 10 | 2 | 0.0% |
|
| 9 | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8752 | 54.6% |
|
| 1 | 4451 | 27.7% |
|
| 2 | 1753 | 10.9% |
|
| 3 | 639 | 4.0% |
|
| 4 | 261 | 1.6% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 40 | 0.2% |
|
| 7 | 12 | 0.1% |
|
| 8 | 2 | 0.0% |
|
| 9 | 2 | 0.0% |
|
| 10 | 2 | 0.0% |
|
SingleLine_plan_cnt
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.034287 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 97.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.21955 |
|---|---|
| Coef of variation | 6.4032 |
| Kurtosis | 315.81 |
| Mean | 0.034287 |
| MAD | 0.066535 |
| Skewness | 11.783 |
| Sum | 550 |
| Variance | 0.048201 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 15564 | 97.0% |
|
| 1 | 422 | 2.6% |
|
| 2 | 46 | 0.3% |
|
| 3 | 6 | 0.0% |
|
| 4 | 2 | 0.0% |
|
| 10 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 15564 | 97.0% |
|
| 1 | 422 | 2.6% |
|
| 2 | 46 | 0.3% |
|
| 3 | 6 | 0.0% |
|
| 4 | 2 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 422 | 2.6% |
|
| 2 | 46 | 0.3% |
|
| 3 | 6 | 0.0% |
|
| 4 | 2 | 0.0% |
|
| 10 | 1 | 0.0% |
|
SngleCpleKids_cnt
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.2398 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros (%) | 55.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.6072 |
|---|---|
| Coef of variation | 1.2963 |
| Kurtosis | 0.99571 |
| Mean | 1.2398 |
| MAD | 1.3868 |
| Skewness | 1.1624 |
| Sum | 19888 |
| Variance | 2.5831 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 8844 | 55.1% |
|
| 2 | 3049 | 19.0% |
|
| 3 | 1815 | 11.3% |
|
| 4 | 1051 | 6.6% |
|
| 1 | 659 | 4.1% |
|
| 5 | 392 | 2.4% |
|
| 6 | 153 | 1.0% |
|
| 7 | 46 | 0.3% |
|
| 8 | 17 | 0.1% |
|
| 9 | 8 | 0.0% |
|
| Other values (3) | 7 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8844 | 55.1% |
|
| 1 | 659 | 4.1% |
|
| 2 | 3049 | 19.0% |
|
| 3 | 1815 | 11.3% |
|
| 4 | 1051 | 6.6% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 17 | 0.1% |
|
| 9 | 8 | 0.0% |
|
| 10 | 4 | 0.0% |
|
| 11 | 2 | 0.0% |
|
| 12 | 1 | 0.0% |
|
Sprint_port_cnt
Numeric
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.31731 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros (%) | 82.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.78192 |
|---|---|
| Coef of variation | 2.4642 |
| Kurtosis | 9.1667 |
| Mean | 0.31731 |
| MAD | 0.52084 |
| Skewness | 2.8735 |
| Sum | 5090 |
| Variance | 0.6114 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 13165 | 82.1% |
|
| 1 | 1343 | 8.4% |
|
| 2 | 1067 | 6.7% |
|
| 3 | 293 | 1.8% |
|
| 4 | 140 | 0.9% |
|
| 5 | 28 | 0.2% |
|
| 7 | 2 | 0.0% |
|
| 6 | 2 | 0.0% |
|
| 8 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13165 | 82.1% |
|
| 1 | 1343 | 8.4% |
|
| 2 | 1067 | 6.7% |
|
| 3 | 293 | 1.8% |
|
| 4 | 140 | 0.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 140 | 0.9% |
|
| 5 | 28 | 0.2% |
|
| 6 | 2 | 0.0% |
|
| 7 | 2 | 0.0% |
|
| 8 | 1 | 0.0% |
|
TX_state_cd
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.88673 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 68.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.4911 |
|---|---|
| Coef of variation | 1.6816 |
| Kurtosis | 2.669 |
| Mean | 0.88673 |
| MAD | 1.2157 |
| Skewness | 1.6987 |
| Sum | 14224 |
| Variance | 2.2234 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 10996 | 68.5% |
|
| 2 | 2116 | 13.2% |
|
| 3 | 1347 | 8.4% |
|
| 4 | 699 | 4.4% |
|
| 1 | 394 | 2.5% |
|
| 5 | 298 | 1.9% |
|
| 6 | 119 | 0.7% |
|
| 7 | 39 | 0.2% |
|
| 8 | 19 | 0.1% |
|
| 9 | 9 | 0.1% |
|
| Other values (2) | 5 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 10996 | 68.5% |
|
| 1 | 394 | 2.5% |
|
| 2 | 2116 | 13.2% |
|
| 3 | 1347 | 8.4% |
|
| 4 | 699 | 4.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 39 | 0.2% |
|
| 8 | 19 | 0.1% |
|
| 9 | 9 | 0.1% |
|
| 10 | 4 | 0.0% |
|
| 11 | 1 | 0.0% |
|
T_Mobile_port_cnt
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.30391 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 83.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.79421 |
|---|---|
| Coef of variation | 2.6133 |
| Kurtosis | 12.156 |
| Mean | 0.30391 |
| MAD | 0.50684 |
| Skewness | 3.1829 |
| Sum | 4875 |
| Variance | 0.63076 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 13376 | 83.4% |
|
| 1 | 1235 | 7.7% |
|
| 2 | 919 | 5.7% |
|
| 3 | 304 | 1.9% |
|
| 4 | 168 | 1.0% |
|
| 5 | 25 | 0.2% |
|
| 6 | 10 | 0.1% |
|
| 7 | 2 | 0.0% |
|
| 10 | 1 | 0.0% |
|
| 9 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13376 | 83.4% |
|
| 1 | 1235 | 7.7% |
|
| 2 | 919 | 5.7% |
|
| 3 | 304 | 1.9% |
|
| 4 | 168 | 1.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 25 | 0.2% |
|
| 6 | 10 | 0.1% |
|
| 7 | 2 | 0.0% |
|
| 9 | 1 | 0.0% |
|
| 10 | 1 | 0.0% |
|
TwoYear_contract_cnt
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.32087 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros (%) | 74.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.62848 |
|---|---|
| Coef of variation | 1.9587 |
| Kurtosis | 9.2638 |
| Mean | 0.32087 |
| MAD | 0.47915 |
| Skewness | 2.5004 |
| Sum | 5147 |
| Variance | 0.39498 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 11977 | 74.7% |
|
| 1 | 3215 | 20.0% |
|
| 2 | 684 | 4.3% |
|
| 3 | 120 | 0.7% |
|
| 4 | 29 | 0.2% |
|
| 5 | 10 | 0.1% |
|
| 6 | 4 | 0.0% |
|
| 7 | 2 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 11977 | 74.7% |
|
| 1 | 3215 | 20.0% |
|
| 2 | 684 | 4.3% |
|
| 3 | 120 | 0.7% |
|
| 4 | 29 | 0.2% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3 | 120 | 0.7% |
|
| 4 | 29 | 0.2% |
|
| 5 | 10 | 0.1% |
|
| 6 | 4 | 0.0% |
|
| 7 | 2 | 0.0% |
|
VerizonUNL_plan_cnt
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.0565 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros (%) | 54.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.4359 |
|---|---|
| Coef of variation | 1.359 |
| Kurtosis | 3.0993 |
| Mean | 1.0565 |
| MAD | 1.1598 |
| Skewness | 1.5501 |
| Sum | 16948 |
| Variance | 2.0617 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 8697 | 54.2% |
|
| 2 | 2828 | 17.6% |
|
| 1 | 2012 | 12.5% |
|
| 3 | 1484 | 9.3% |
|
| 4 | 607 | 3.8% |
|
| 5 | 231 | 1.4% |
|
| 6 | 104 | 0.6% |
|
| 7 | 41 | 0.3% |
|
| 9 | 15 | 0.1% |
|
| 8 | 13 | 0.1% |
|
| Other values (3) | 9 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 8697 | 54.2% |
|
| 1 | 2012 | 12.5% |
|
| 2 | 2828 | 17.6% |
|
| 3 | 1484 | 9.3% |
|
| 4 | 607 | 3.8% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 13 | 0.1% |
|
| 9 | 15 | 0.1% |
|
| 10 | 6 | 0.0% |
|
| 11 | 1 | 0.0% |
|
| 12 | 2 | 0.0% |
|
VoiceOnly_pplangrp_cnt
Highly correlated
This variable is highly correlated with SingleLine_plan_cnt and should be ignored for analysis
| Correlation | 0.92297 |
|---|
WearablDev_cnt
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.19824 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros (%) | 84.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.50085 |
|---|---|
| Coef of variation | 2.5264 |
| Kurtosis | 11.956 |
| Mean | 0.19824 |
| MAD | 0.33316 |
| Skewness | 3.0056 |
| Sum | 3180 |
| Variance | 0.25085 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 13479 | 84.0% |
|
| 1 | 2035 | 12.7% |
|
| 2 | 454 | 2.8% |
|
| 3 | 61 | 0.4% |
|
| 4 | 9 | 0.1% |
|
| 7 | 1 | 0.0% |
|
| 6 | 1 | 0.0% |
|
| 5 | 1 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13479 | 84.0% |
|
| 1 | 2035 | 12.7% |
|
| 2 | 454 | 2.8% |
|
| 3 | 61 | 0.4% |
|
| 4 | 9 | 0.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3 | 61 | 0.4% |
|
| 4 | 9 | 0.1% |
|
| 5 | 1 | 0.0% |
|
| 6 | 1 | 0.0% |
|
| 7 | 1 | 0.0% |
|
access_rev_acrtn
Numeric
| Distinct count | 1672 |
|---|---|
| Unique (%) | 10.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -0.89539 |
|---|---|
| Minimum | -160.6 |
| Maximum | 26.36 |
| Zeros (%) | 35.1% |
Quantile statistics
| Minimum | -160.6 |
|---|---|
| 5-th percentile | -5.62 |
| Q1 | -1.9 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 3.35 |
| Maximum | 26.36 |
| Range | 186.96 |
| Interquartile range | 1.9 |
Descriptive statistics
| Standard deviation | 3.3545 |
|---|---|
| Coef of variation | -3.7464 |
| Kurtosis | 340.17 |
| Mean | -0.89539 |
| MAD | 1.9029 |
| Skewness | -8.419 |
| Sum | -14363 |
| Variance | 11.253 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 5631 | 35.1% |
|
| -2.5 | 122 | 0.8% |
|
| -1.67 | 87 | 0.5% |
|
| -2.41 | 86 | 0.5% |
|
| -1.12 | 79 | 0.5% |
|
| -2.17 | 78 | 0.5% |
|
| -2.32 | 73 | 0.5% |
|
| -1.08 | 73 | 0.5% |
|
| -1.16 | 72 | 0.4% |
|
| -2.6 | 70 | 0.4% |
|
| Other values (1662) | 9670 | 60.3% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -160.6 | 1 | 0.0% |
|
| -57.65 | 1 | 0.0% |
|
| -54.44 | 1 | 0.0% |
|
| -41.07 | 1 | 0.0% |
|
| -39.61 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 16.15 | 1 | 0.0% |
|
| 19.29 | 1 | 0.0% |
|
| 20.37 | 1 | 0.0% |
|
| 20.59 | 1 | 0.0% |
|
| 26.36 | 1 | 0.0% |
|
active_loan_cnt
Numeric
| Distinct count | 44 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 6.6604 |
|---|---|
| Minimum | 0 |
| Maximum | 121 |
| Zeros (%) | 3.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| Median | 4 |
| Q3 | 9 |
| 95-th percentile | 16 |
| Maximum | 121 |
| Range | 121 |
| Interquartile range | 5 |
Descriptive statistics
| Standard deviation | 6.4232 |
|---|---|
| Coef of variation | 0.96438 |
| Kurtosis | 27.476 |
| Mean | 6.6604 |
| MAD | 4.2486 |
| Skewness | 3.6466 |
| Sum | 106840 |
| Variance | 41.257 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 4 | 5201 | 32.4% |
|
| 6 | 2112 | 13.2% |
|
| 9 | 1512 | 9.4% |
|
| 2 | 1335 | 8.3% |
|
| 1 | 1135 | 7.1% |
|
| 12 | 799 | 5.0% |
|
| 16 | 702 | 4.4% |
|
| 8 | 699 | 4.4% |
|
| 3 | 632 | 3.9% |
|
| 0 | 562 | 3.5% |
|
| Other values (34) | 1352 | 8.4% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 562 | 3.5% |
|
| 1 | 1135 | 7.1% |
|
| 2 | 1335 | 8.3% |
|
| 3 | 632 | 3.9% |
|
| 4 | 5201 | 32.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 80 | 2 | 0.0% |
|
| 90 | 1 | 0.0% |
|
| 93 | 1 | 0.0% |
|
| 99 | 1 | 0.0% |
|
| 121 | 1 | 0.0% |
|
arpu_amt
Numeric
| Distinct count | 10222 |
|---|---|
| Unique (%) | 63.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 208.3 |
|---|---|
| Minimum | 74.23 |
| Maximum | 1961.2 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 74.23 |
|---|---|
| 5-th percentile | 141.38 |
| Q1 | 170.6 |
| Median | 201.68 |
| Q3 | 234.6 |
| 95-th percentile | 291.92 |
| Maximum | 1961.2 |
| Range | 1887 |
| Interquartile range | 64 |
Descriptive statistics
| Standard deviation | 61.317 |
|---|---|
| Coef of variation | 0.29437 |
| Kurtosis | 139.88 |
| Mean | 208.3 |
| MAD | 39.136 |
| Skewness | 7.3373 |
| Sum | 3341300 |
| Variance | 3759.8 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 182.77 | 8 | 0.0% |
|
| 189.33 | 7 | 0.0% |
|
| 203.67 | 7 | 0.0% |
|
| 181.62 | 7 | 0.0% |
|
| 225.31 | 6 | 0.0% |
|
| 146.43 | 6 | 0.0% |
|
| 200.55 | 6 | 0.0% |
|
| 195.91 | 6 | 0.0% |
|
| 190.17 | 6 | 0.0% |
|
| 221.06 | 6 | 0.0% |
|
| Other values (10212) | 15976 | 99.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 74.23 | 1 | 0.0% |
|
| 95.55 | 1 | 0.0% |
|
| 96.76 | 1 | 0.0% |
|
| 126.34 | 1 | 0.0% |
|
| 126.39 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1440.7 | 1 | 0.0% |
|
| 1560.64 | 1 | 0.0% |
|
| 1615.23 | 1 | 0.0% |
|
| 1651.65 | 1 | 0.0% |
|
| 1961.24 | 1 | 0.0% |
|
billed_acct_size
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.8307 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.2227 |
|---|---|
| Coef of variation | 0.43195 |
| Kurtosis | 2.3749 |
| Mean | 2.8307 |
| MAD | 0.94838 |
| Skewness | 1.1885 |
| Sum | 45407 |
| Variance | 1.495 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 2 | 6577 | 41.0% |
|
| 3 | 4342 | 27.1% |
|
| 4 | 2501 | 15.6% |
|
| 1 | 1166 | 7.3% |
|
| 5 | 931 | 5.8% |
|
| 6 | 352 | 2.2% |
|
| 7 | 103 | 0.6% |
|
| 8 | 39 | 0.2% |
|
| 9 | 14 | 0.1% |
|
| 10 | 12 | 0.1% |
|
| Other values (2) | 4 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3 | 0.0% |
|
| 1 | 1166 | 7.3% |
|
| 2 | 6577 | 41.0% |
|
| 3 | 4342 | 27.1% |
|
| 4 | 2501 | 15.6% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 103 | 0.6% |
|
| 8 | 39 | 0.2% |
|
| 9 | 14 | 0.1% |
|
| 10 | 12 | 0.1% |
|
| 11 | 1 | 0.0% |
|
birth_year
Numeric
| Distinct count | 84 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1977.3 |
|---|---|
| Minimum | 0 |
| Maximum | 2000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1951 |
| Q1 | 1969 |
| Median | 1981 |
| Q3 | 1989 |
| 95-th percentile | 1996 |
| Maximum | 2000 |
| Range | 2000 |
| Interquartile range | 20 |
Descriptive statistics
| Standard deviation | 40.787 |
|---|---|
| Coef of variation | 0.020627 |
| Kurtosis | 2064.1 |
| Mean | 1977.3 |
| MAD | 12.575 |
| Skewness | -42.651 |
| Sum | 31718279 |
| Variance | 1663.5 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 1989 | 574 | 3.6% |
|
| 1990 | 572 | 3.6% |
|
| 1985 | 535 | 3.3% |
|
| 1991 | 535 | 3.3% |
|
| 1988 | 515 | 3.2% |
|
| 1992 | 510 | 3.2% |
|
| 1986 | 503 | 3.1% |
|
| 1993 | 487 | 3.0% |
|
| 1987 | 486 | 3.0% |
|
| 1994 | 444 | 2.8% |
|
| Other values (74) | 10880 | 67.8% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6 | 0.0% |
|
| 1910 | 1 | 0.0% |
|
| 1911 | 2 | 0.0% |
|
| 1917 | 1 | 0.0% |
|
| 1919 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1996 | 331 | 2.1% |
|
| 1997 | 306 | 1.9% |
|
| 1998 | 238 | 1.5% |
|
| 1999 | 149 | 0.9% |
|
| 2000 | 1 | 0.0% |
|
cust_status_ind
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Mean | 0.91291 |
|---|
| 1 |
14644
|
|---|---|
| 0 |
|
| Value | Count | Frequency (%) | |
| 1 | 14644 | 91.3% |
|
| 0 | 1397 | 8.7% |
|
data_overage_amt
Numeric
| Distinct count | 583 |
|---|---|
| Unique (%) | 3.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.83349 |
|---|---|
| Minimum | 0 |
| Maximum | 216.67 |
| Zeros (%) | 83.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 4.29 |
| Maximum | 216.67 |
| Range | 216.67 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 4.5017 |
|---|---|
| Coef of variation | 5.401 |
| Kurtosis | 563.04 |
| Mean | 0.83349 |
| MAD | 1.4102 |
| Skewness | 18.145 |
| Sum | 13370 |
| Variance | 20.265 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 13332 | 83.1% |
|
| 0.48 | 89 | 0.6% |
|
| 0.56 | 58 | 0.4% |
|
| 0.52 | 53 | 0.3% |
|
| 0.5 | 51 | 0.3% |
|
| 0.6 | 51 | 0.3% |
|
| 0.54 | 49 | 0.3% |
|
| 0.58 | 48 | 0.3% |
|
| 2.5 | 44 | 0.3% |
|
| 0.62 | 42 | 0.3% |
|
| Other values (573) | 2224 | 13.9% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.0 | 13332 | 83.1% |
|
| 0.01 | 12 | 0.1% |
|
| 0.02 | 2 | 0.0% |
|
| 0.03 | 3 | 0.0% |
|
| 0.04 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 108.12 | 1 | 0.0% |
|
| 120.0 | 1 | 0.0% |
|
| 127.17 | 1 | 0.0% |
|
| 150.6 | 1 | 0.0% |
|
| 216.67 | 1 | 0.0% |
|
data_ovrg_Yes_cnt
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.21931 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 82.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.52378 |
|---|---|
| Coef of variation | 2.3883 |
| Kurtosis | 5.9749 |
| Mean | 0.21931 |
| MAD | 0.36359 |
| Skewness | 2.4957 |
| Sum | 3518 |
| Variance | 0.27434 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 13297 | 82.9% |
|
| 1 | 2020 | 12.6% |
|
| 2 | 677 | 4.2% |
|
| 3 | 44 | 0.3% |
|
| 4 | 3 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13297 | 82.9% |
|
| 1 | 2020 | 12.6% |
|
| 2 | 677 | 4.2% |
|
| 3 | 44 | 0.3% |
|
| 4 | 3 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13297 | 82.9% |
|
| 1 | 2020 | 12.6% |
|
| 2 | 677 | 4.2% |
|
| 3 | 44 | 0.3% |
|
| 4 | 3 | 0.0% |
|
eqp_rev_acrtn
Numeric
| Distinct count | 2127 |
|---|---|
| Unique (%) | 13.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -1.5972 |
|---|---|
| Minimum | -632.79 |
| Maximum | 321.07 |
| Zeros (%) | 7.3% |
Quantile statistics
| Minimum | -632.79 |
|---|---|
| 5-th percentile | -8.92 |
| Q1 | -2.08 |
| Median | -0.42 |
| Q3 | 0.32 |
| 95-th percentile | 2.2 |
| Maximum | 321.07 |
| Range | 953.86 |
| Interquartile range | 2.4 |
Descriptive statistics
| Standard deviation | 8.9782 |
|---|---|
| Coef of variation | -5.6212 |
| Kurtosis | 1920 |
| Mean | -1.5972 |
| MAD | 2.8281 |
| Skewness | -27.681 |
| Sum | -25621 |
| Variance | 80.609 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 1165 | 7.3% |
|
| -0.01 | 736 | 4.6% |
|
| -0.02 | 230 | 1.4% |
|
| -1.47 | 77 | 0.5% |
|
| -1.46 | 72 | 0.4% |
|
| -1.26 | 67 | 0.4% |
|
| -1.22 | 63 | 0.4% |
|
| 0.07 | 61 | 0.4% |
|
| -1.3 | 51 | 0.3% |
|
| -1.04 | 51 | 0.3% |
|
| Other values (2117) | 13468 | 84.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -632.79 | 1 | 0.0% |
|
| -336.5 | 1 | 0.0% |
|
| -331.46 | 1 | 0.0% |
|
| -261.22 | 1 | 0.0% |
|
| -148.3 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 41.77 | 1 | 0.0% |
|
| 45.1 | 1 | 0.0% |
|
| 65.61 | 1 | 0.0% |
|
| 141.23 | 1 | 0.0% |
|
| 321.07 | 1 | 0.0% |
|
frequency
Numeric
| Distinct count | 34 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 24.871 |
|---|---|
| Minimum | 3 |
| Maximum | 54 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 22 |
| Median | 25 |
| Q3 | 28 |
| 95-th percentile | 31 |
| Maximum | 54 |
| Range | 51 |
| Interquartile range | 6 |
Descriptive statistics
| Standard deviation | 4.1412 |
|---|---|
| Coef of variation | 0.16651 |
| Kurtosis | 0.85829 |
| Mean | 24.871 |
| MAD | 3.4284 |
| Skewness | -0.49876 |
| Sum | 398956 |
| Variance | 17.149 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 20 | 1528 | 9.5% |
|
| 21 | 1480 | 9.2% |
|
| 30 | 1424 | 8.9% |
|
| 29 | 1368 | 8.5% |
|
| 25 | 1218 | 7.6% |
|
| 28 | 1216 | 7.6% |
|
| 22 | 1194 | 7.4% |
|
| 26 | 1180 | 7.4% |
|
| 27 | 1177 | 7.3% |
|
| 23 | 1163 | 7.3% |
|
| Other values (24) | 3093 | 19.3% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 4 | 0.0% |
|
| 4 | 6 | 0.0% |
|
| 5 | 6 | 0.0% |
|
| 6 | 5 | 0.0% |
|
| 7 | 6 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 34 | 1 | 0.0% |
|
| 44 | 1 | 0.0% |
|
| 49 | 1 | 0.0% |
|
| 51 | 1 | 0.0% |
|
| 54 | 1 | 0.0% |
|
gl_late_fees_amt
Numeric
| Distinct count | 2336 |
|---|---|
| Unique (%) | 14.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 34.746 |
|---|---|
| Minimum | -5 |
| Maximum | 190.84 |
| Zeros (%) | 29.8% |
Quantile statistics
| Minimum | -5 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 15 |
| Q3 | 65 |
| 95-th percentile | 115 |
| Maximum | 190.84 |
| Range | 195.84 |
| Interquartile range | 65 |
Descriptive statistics
| Standard deviation | 40.407 |
|---|---|
| Coef of variation | 1.1629 |
| Kurtosis | -0.43165 |
| Mean | 34.746 |
| MAD | 34.857 |
| Skewness | 0.93456 |
| Sum | 557360 |
| Variance | 1632.7 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 4780 | 29.8% |
|
| 5.0 | 2060 | 12.8% |
|
| 10.0 | 911 | 5.7% |
|
| 15.0 | 573 | 3.6% |
|
| 20.0 | 454 | 2.8% |
|
| 25.0 | 355 | 2.2% |
|
| 30.0 | 318 | 2.0% |
|
| 45.0 | 283 | 1.8% |
|
| 35.0 | 278 | 1.7% |
|
| 40.0 | 242 | 1.5% |
|
| Other values (2326) | 5787 | 36.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -5.0 | 3 | 0.0% |
|
| 0.0 | 4780 | 29.8% |
|
| 0.15 | 1 | 0.0% |
|
| 0.35 | 2 | 0.0% |
|
| 0.54 | 2 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 166.93 | 1 | 0.0% |
|
| 174.03 | 1 | 0.0% |
|
| 175.78 | 1 | 0.0% |
|
| 182.99 | 1 | 0.0% |
|
| 190.84 | 1 | 0.0% |
|
gl_nonrecur_rev_amt
Numeric
| Distinct count | 7754 |
|---|---|
| Unique (%) | 48.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 125.9 |
|---|---|
| Minimum | -2003.3 |
| Maximum | 5005.7 |
| Zeros (%) | 11.1% |
Quantile statistics
| Minimum | -2003.3 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6.99 |
| Median | 55 |
| Q3 | 160 |
| 95-th percentile | 517.26 |
| Maximum | 5005.7 |
| Range | 7009 |
| Interquartile range | 153.01 |
Descriptive statistics
| Standard deviation | 223.47 |
|---|---|
| Coef of variation | 1.775 |
| Kurtosis | 44.729 |
| Mean | 125.9 |
| MAD | 135.61 |
| Skewness | 4.4649 |
| Sum | 2019600 |
| Variance | 49939 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 1775 | 11.1% |
|
| 5.0 | 647 | 4.0% |
|
| 10.0 | 283 | 1.8% |
|
| 15.0 | 265 | 1.7% |
|
| 20.0 | 193 | 1.2% |
|
| 30.0 | 182 | 1.1% |
|
| 1.99 | 176 | 1.1% |
|
| 35.0 | 140 | 0.9% |
|
| 25.0 | 140 | 0.9% |
|
| 45.0 | 118 | 0.7% |
|
| Other values (7744) | 12122 | 75.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -2003.31 | 1 | 0.0% |
|
| -1085.52 | 1 | 0.0% |
|
| -1083.48 | 1 | 0.0% |
|
| -681.54 | 1 | 0.0% |
|
| -641.83 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3025.23 | 1 | 0.0% |
|
| 3146.06 | 1 | 0.0% |
|
| 3719.28 | 1 | 0.0% |
|
| 3770.0 | 1 | 0.0% |
|
| 5005.71 | 1 | 0.0% |
|
handset_paychnl_cnt
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.5335 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 40.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.5536 |
|---|---|
| Coef of variation | 1.0131 |
| Kurtosis | 0.63202 |
| Mean | 1.5335 |
| MAD | 1.3184 |
| Skewness | 0.83318 |
| Sum | 24599 |
| Variance | 2.4137 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0 | 6425 | 40.1% |
|
| 2 | 4226 | 26.3% |
|
| 3 | 2304 | 14.4% |
|
| 1 | 1352 | 8.4% |
|
| 4 | 1142 | 7.1% |
|
| 5 | 377 | 2.4% |
|
| 6 | 134 | 0.8% |
|
| 7 | 48 | 0.3% |
|
| 8 | 16 | 0.1% |
|
| 9 | 9 | 0.1% |
|
| Other values (2) | 8 | 0.0% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6425 | 40.1% |
|
| 1 | 1352 | 8.4% |
|
| 2 | 4226 | 26.3% |
|
| 3 | 2304 | 14.4% |
|
| 4 | 1142 | 7.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 48 | 0.3% |
|
| 8 | 16 | 0.1% |
|
| 9 | 9 | 0.1% |
|
| 10 | 7 | 0.0% |
|
| 11 | 1 | 0.0% |
|
index
Numeric
| Distinct count | 16041 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 380260 |
|---|---|
| Minimum | 14 |
| Maximum | 758148 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 36635 |
| Q1 | 191500 |
| Median | 380340 |
| Q3 | 571180 |
| 95-th percentile | 719930 |
| Maximum | 758148 |
| Range | 758134 |
| Interquartile range | 379690 |
Descriptive statistics
| Standard deviation | 219550 |
|---|---|
| Coef of variation | 0.57737 |
| Kurtosis | -1.205 |
| Mean | 380260 |
| MAD | 190310 |
| Skewness | -0.013489 |
| Sum | 6099718136 |
| Variance | 48203000000 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 1 | 441414 | 2751.8% |
|
| 1 | 283455 | 1767.1% |
|
| 1 | 133972 | 835.2% |
|
| 1 | 577659 | 3601.1% |
|
| 1 | 9041 | 56.4% |
|
| 1 | 207696 | 1294.8% |
|
| 1 | 219982 | 1371.4% |
|
| 1 | 377677 | 2354.4% |
|
| 1 | 281420 | 1754.4% |
|
| 1 | 451401 | 2814.0% |
|
| Other values (16031) | 6096734419 | 38007196.7% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 441414 | 2751.8% |
|
| 1 | 283455 | 1767.1% |
|
| 1 | 133972 | 835.2% |
|
| 1 | 577659 | 3601.1% |
|
| 1 | 9041 | 56.4% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 740755 | 4617.9% |
|
| 1 | 17810 | 111.0% |
|
| 1 | 155025 | 966.4% |
|
| 1 | 601487 | 3749.7% |
|
| 1 | 387633 | 2416.5% |
|
monetary
Numeric
| Distinct count | 15507 |
|---|---|
| Unique (%) | 96.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4999.9 |
|---|---|
| Minimum | 3899.9 |
| Maximum | 6401.2 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3899.9 |
|---|---|
| 5-th percentile | 3989 |
| Q1 | 4357.8 |
| Median | 4935 |
| Q3 | 5597 |
| 95-th percentile | 6219.1 |
| Maximum | 6401.2 |
| Range | 2501.3 |
| Interquartile range | 1239.2 |
Descriptive statistics
| Standard deviation | 720.27 |
|---|---|
| Coef of variation | 0.14406 |
| Kurtosis | -1.1492 |
| Mean | 4999.9 |
| MAD | 622.71 |
| Skewness | 0.24149 |
| Sum | 80203000 |
| Variance | 518790 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 5039.99 | 3 | 0.0% |
|
| 4002.71 | 3 | 0.0% |
|
| 3933.37 | 3 | 0.0% |
|
| 4576.59 | 3 | 0.0% |
|
| 6108.99 | 3 | 0.0% |
|
| 4978.73 | 3 | 0.0% |
|
| 5708.36 | 3 | 0.0% |
|
| 5245.14 | 3 | 0.0% |
|
| 4059.72 | 3 | 0.0% |
|
| 5060.52 | 2 | 0.0% |
|
| Other values (15497) | 16012 | 99.8% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3899.91 | 1 | 0.0% |
|
| 3903.62 | 1 | 0.0% |
|
| 3903.77 | 1 | 0.0% |
|
| 3908.84 | 1 | 0.0% |
|
| 3909.66 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6399.24 | 1 | 0.0% |
|
| 6399.35 | 1 | 0.0% |
|
| 6399.39 | 1 | 0.0% |
|
| 6401.15 | 1 | 0.0% |
|
| 6401.19 | 1 | 0.0% |
|
pplan_access_acrtn
Numeric
| Distinct count | 746 |
|---|---|
| Unique (%) | 4.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.8263 |
|---|---|
| Minimum | -4 |
| Maximum | 946.67 |
| Zeros (%) | 45.6% |
Quantile statistics
| Minimum | -4 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1.33 |
| Q3 | 7.2 |
| 95-th percentile | 18.33 |
| Maximum | 946.67 |
| Range | 950.67 |
| Interquartile range | 7.2 |
Descriptive statistics
| Standard deviation | 11.552 |
|---|---|
| Coef of variation | 2.3935 |
| Kurtosis | 2783 |
| Mean | 4.8263 |
| MAD | 5.3003 |
| Skewness | 36.691 |
| Sum | 77419 |
| Variance | 133.44 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 7318 | 45.6% |
|
| 2.17 | 209 | 1.3% |
|
| 2.24 | 208 | 1.3% |
|
| 8.8 | 172 | 1.1% |
|
| 5.0 | 171 | 1.1% |
|
| 8.46 | 171 | 1.1% |
|
| 2.41 | 134 | 0.8% |
|
| 2.32 | 132 | 0.8% |
|
| 8.15 | 132 | 0.8% |
|
| 4.48 | 131 | 0.8% |
|
| Other values (736) | 7263 | 45.3% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -4.0 | 1 | 0.0% |
|
| -3.93 | 1 | 0.0% |
|
| -3.57 | 1 | 0.0% |
|
| -2.71 | 1 | 0.0% |
|
| -2.5 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 165.0 | 1 | 0.0% |
|
| 183.33 | 1 | 0.0% |
|
| 192.5 | 1 | 0.0% |
|
| 210.0 | 1 | 0.0% |
|
| 946.67 | 1 | 0.0% |
|
recency
Numeric
| Distinct count | 27 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 71.98 |
|---|---|
| Minimum | 51 |
| Maximum | 931 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 51 |
|---|---|
| 5-th percentile | 51 |
| Q1 | 51 |
| Median | 51 |
| Q3 | 51 |
| 95-th percentile | 232 |
| Maximum | 931 |
| Range | 880 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 76.021 |
|---|---|
| Coef of variation | 1.0561 |
| Kurtosis | 21.897 |
| Mean | 71.98 |
| MAD | 37.702 |
| Skewness | 4.4083 |
| Sum | 1154638 |
| Variance | 5779.3 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 51 | 14413 | 89.9% |
|
| 232 | 163 | 1.0% |
|
| 112 | 162 | 1.0% |
|
| 173 | 146 | 0.9% |
|
| 201 | 145 | 0.9% |
|
| 263 | 141 | 0.9% |
|
| 81 | 137 | 0.9% |
|
| 142 | 134 | 0.8% |
|
| 293 | 109 | 0.7% |
|
| 354 | 85 | 0.5% |
|
| Other values (17) | 406 | 2.5% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 51 | 14413 | 89.9% |
|
| 81 | 137 | 0.9% |
|
| 112 | 162 | 1.0% |
|
| 142 | 134 | 0.8% |
|
| 173 | 146 | 0.9% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 719 | 6 | 0.0% |
|
| 750 | 3 | 0.0% |
|
| 781 | 1 | 0.0% |
|
| 872 | 1 | 0.0% |
|
| 931 | 1 | 0.0% |
|
recurring_paychnl_cnt
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.0046 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 27.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.6164 |
|---|---|
| Coef of variation | 0.80633 |
| Kurtosis | 0.071252 |
| Mean | 2.0046 |
| MAD | 1.2431 |
| Skewness | 0.49083 |
| Sum | 32156 |
| Variance | 2.6127 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 2 | 4797 | 29.9% |
|
| 0 | 4406 | 27.5% |
|
| 3 | 3007 | 18.7% |
|
| 4 | 1693 | 10.6% |
|
| 1 | 1111 | 6.9% |
|
| 5 | 666 | 4.2% |
|
| 6 | 257 | 1.6% |
|
| 7 | 67 | 0.4% |
|
| 8 | 20 | 0.1% |
|
| 9 | 13 | 0.1% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 4406 | 27.5% |
|
| 1 | 1111 | 6.9% |
|
| 2 | 4797 | 29.9% |
|
| 3 | 3007 | 18.7% |
|
| 4 | 1693 | 10.6% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 257 | 1.6% |
|
| 7 | 67 | 0.4% |
|
| 8 | 20 | 0.1% |
|
| 9 | 13 | 0.1% |
|
| 10 | 4 | 0.0% |
|
tot_revenue_acrtn
Numeric
| Distinct count | 3546 |
|---|---|
| Unique (%) | 22.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -7.856 |
|---|---|
| Minimum | -727.62 |
| Maximum | 602.86 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | -727.62 |
|---|---|
| 5-th percentile | -26.05 |
| Q1 | -10.03 |
| Median | -5.14 |
| Q3 | -2.24 |
| 95-th percentile | 1.51 |
| Maximum | 602.86 |
| Range | 1330.5 |
| Interquartile range | 7.79 |
Descriptive statistics
| Standard deviation | 15.397 |
|---|---|
| Coef of variation | -1.9599 |
| Kurtosis | 629.85 |
| Mean | -7.856 |
| MAD | 6.9519 |
| Skewness | -4.7067 |
| Sum | -126020 |
| Variance | 237.06 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| -2.48 | 28 | 0.2% |
|
| -3.24 | 25 | 0.2% |
|
| -3.76 | 24 | 0.1% |
|
| -1.86 | 23 | 0.1% |
|
| -4.48 | 23 | 0.1% |
|
| -4.23 | 23 | 0.1% |
|
| -4.68 | 22 | 0.1% |
|
| -3.09 | 22 | 0.1% |
|
| -2.05 | 21 | 0.1% |
|
| -4.25 | 21 | 0.1% |
|
| Other values (3536) | 15809 | 98.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -727.62 | 1 | 0.0% |
|
| -412.54 | 1 | 0.0% |
|
| -403.97 | 1 | 0.0% |
|
| -321.79 | 1 | 0.0% |
|
| -286.51 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 80.4 | 1 | 0.0% |
|
| 133.69 | 1 | 0.0% |
|
| 138.29 | 1 | 0.0% |
|
| 526.49 | 1 | 0.0% |
|
| 602.86 | 1 | 0.0% |
|
usage_rev_acrtn
Numeric
| Distinct count | 486 |
|---|---|
| Unique (%) | 3.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.043702 |
|---|---|
| Minimum | -261.68 |
| Maximum | 57.5 |
| Zeros (%) | 87.7% |
Quantile statistics
| Minimum | -261.68 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.37 |
| Maximum | 57.5 |
| Range | 319.18 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 2.42 |
|---|---|
| Coef of variation | 55.375 |
| Kurtosis | 8596.9 |
| Mean | 0.043702 |
| MAD | 0.20351 |
| Skewness | -78.958 |
| Sum | 701.02 |
| Variance | 5.8563 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 14072 | 87.7% |
|
| 0.07 | 77 | 0.5% |
|
| 0.09 | 74 | 0.5% |
|
| 0.08 | 55 | 0.3% |
|
| 0.1 | 42 | 0.3% |
|
| 0.34 | 34 | 0.2% |
|
| 0.5 | 33 | 0.2% |
|
| 0.48 | 32 | 0.2% |
|
| 0.01 | 30 | 0.2% |
|
| 0.4 | 27 | 0.2% |
|
| Other values (476) | 1565 | 9.8% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| -261.68 | 1 | 0.0% |
|
| -60.71 | 1 | 0.0% |
|
| -46.45 | 1 | 0.0% |
|
| -33.27 | 1 | 0.0% |
|
| -22.87 | 1 | 0.0% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 26.14 | 1 | 0.0% |
|
| 28.0 | 1 | 0.0% |
|
| 31.82 | 1 | 0.0% |
|
| 40.46 | 1 | 0.0% |
|
| 57.5 | 1 | 0.0% |
|
voice_overage_amt
Numeric
| Distinct count | 598 |
|---|---|
| Unique (%) | 3.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.50499 |
|---|---|
| Minimum | 0 |
| Maximum | 1031 |
| Zeros (%) | 88.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1.02 |
| Maximum | 1031 |
| Range | 1031 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 11.22 |
|---|---|
| Coef of variation | 22.218 |
| Kurtosis | 6802.6 |
| Mean | 0.50499 |
| MAD | 0.92241 |
| Skewness | 79.039 |
| Sum | 8100.6 |
| Variance | 125.89 |
| Memory size | 125.4 KiB |
| Value | Count | Frequency (%) | |
| 0.0 | 14178 | 88.4% |
|
| 0.07 | 63 | 0.4% |
|
| 0.09 | 46 | 0.3% |
|
| 0.06 | 41 | 0.3% |
|
| 0.12 | 33 | 0.2% |
|
| 0.14 | 33 | 0.2% |
|
| 0.08 | 32 | 0.2% |
|
| 0.16 | 25 | 0.2% |
|
| 0.13 | 24 | 0.1% |
|
| 0.36 | 22 | 0.1% |
|
| Other values (588) | 1544 | 9.6% |
|
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.0 | 14178 | 88.4% |
|
| 0.02 | 1 | 0.0% |
|
| 0.03 | 18 | 0.1% |
|
| 0.04 | 20 | 0.1% |
|
| 0.05 | 9 | 0.1% |
|
Maximum 5 values
| Value | Count | Frequency (%) | |
| 119.89 | 1 | 0.0% |
|
| 153.03 | 1 | 0.0% |
|
| 153.94 | 1 | 0.0% |
|
| 880.56 | 1 | 0.0% |
|
| 1031.04 | 1 | 0.0% |
|
| cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | active_loan_cnt | birth_year | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | gl_late_fees_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | Customer_Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 283582 | 1 | 51 | 21 | 4451.09 | 0 | 0 | 5 | 15 | 1984 | 4 | 2 | 3 | 5 | 0 | 0 | 0 | 3 | 4 | 0 | 2 | 0 | 5 | 0 | 0 | 0 | 2 | 0 | 4 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 211.96 | 0.0 | 0.00 | 0.71 | -15.14 | 9.29 | -1.10 | 0.00 | 0.00 | 0.00 | 3 |
| 696787 | 1 | 51 | 26 | 4092.24 | 0 | 1 | 2 | 3 | 1988 | 0 | 3 | 3 | 2 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 2 | 3 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 157.39 | 45.0 | 112.34 | 0.00 | -12.66 | -2.50 | 0.40 | 0.19 | 0.00 | 0.00 | 3 |
| 458097 | 1 | 51 | 26 | 4208.64 | 0 | 4 | 4 | 8 | 1961 | 0 | 0 | 0 | 4 | 4 | 0 | 0 | 2 | 4 | 2 | 0 | 0 | 0 | 0 | 2 | 4 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 161.87 | 0.0 | 73.04 | 16.92 | -2.73 | -0.55 | 1.08 | 0.00 | 0.00 | 1.58 | 3 |
| 124254 | 1 | 51 | 22 | 4813.30 | 2 | 0 | 4 | 4 | 1948 | 0 | 4 | 3 | 4 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 4 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 218.79 | 5.0 | 199.62 | 0.00 | -10.34 | -1.59 | 0.00 | 0.00 | 0.00 | 0.00 | 3 |
| 30788 | 1 | 51 | 31 | 6013.69 | 1 | 1 | 4 | 12 | 1980 | 0 | 2 | 1 | 4 | 0 | 0 | 1 | 3 | 0 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 0 | 1 | 0 | 3 | 0 | 0 | 2 | 193.99 | 0.0 | -83.24 | 1.94 | -8.10 | -0.17 | -4.87 | 0.90 | 2.58 | 0.00 | 3 |
1. Recency - High (Mean - 70.6)
2. Frequency - High (Mean - 24.9)
3. Monetary - High (Mean - 5003.7)
6. IphoneDev_cnt - 80%
10. ARPU Amount - 208.06 (Mean)
11. billed_acct_size - 2.8353 (Mean)
12. Birth Year - 1977 (Mean)
13. % of AT&T port in - 29.1%
14. % of Sprint_port in - 18%
15. % of T mobile port in - 17%
16. % of Android Devices - 49%
17. CA users - 47.7%
18. TX users - 32%
19. CommunicStore_chnl_cnt - 58%
20. Edge_contract_cnt - 97.4%
22. SingleLine_plan_cnt - 3%
23. data_ovrg_Yes_cnt - 21%
27. Purch_equip_cnt - 43.5%
29. WearablDev_cnt - 16%
30. active_loan_cnt - 50%
31. Total Revenue Acrtn - -30.913(Mean)
32. MTM_contract_cnt - 90%
df[df['Customer_Cluster']== 3].head(10)
| cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | active_loan_cnt | birth_year | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | gl_late_fees_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | Customer_Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 283582 | 1 | 51 | 21 | 4451.09 | 0 | 0 | 5 | 15 | 1984 | 4 | 2 | 3 | 5 | 0 | 0 | 0 | 3 | 4 | 0 | 2 | 0 | 5 | 0 | 0 | 0 | 2 | 0 | 4 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 211.96 | 0.00 | 0.00 | 0.71 | -15.14 | 9.29 | -1.10 | 0.00 | 0.00 | 0.00 | 3 |
| 696787 | 1 | 51 | 26 | 4092.24 | 0 | 1 | 2 | 3 | 1988 | 0 | 3 | 3 | 2 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 2 | 3 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 157.39 | 45.00 | 112.34 | 0.00 | -12.66 | -2.50 | 0.40 | 0.19 | 0.00 | 0.00 | 3 |
| 458097 | 1 | 51 | 26 | 4208.64 | 0 | 4 | 4 | 8 | 1961 | 0 | 0 | 0 | 4 | 4 | 0 | 0 | 2 | 4 | 2 | 0 | 0 | 0 | 0 | 2 | 4 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 161.87 | 0.00 | 73.04 | 16.92 | -2.73 | -0.55 | 1.08 | 0.00 | 0.00 | 1.58 | 3 |
| 124254 | 1 | 51 | 22 | 4813.30 | 2 | 0 | 4 | 4 | 1948 | 0 | 4 | 3 | 4 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 4 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 218.79 | 5.00 | 199.62 | 0.00 | -10.34 | -1.59 | 0.00 | 0.00 | 0.00 | 0.00 | 3 |
| 30788 | 1 | 51 | 31 | 6013.69 | 1 | 1 | 4 | 12 | 1980 | 0 | 2 | 1 | 4 | 0 | 0 | 1 | 3 | 0 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 0 | 1 | 0 | 3 | 0 | 0 | 2 | 193.99 | 0.00 | -83.24 | 1.94 | -8.10 | -0.17 | -4.87 | 0.90 | 2.58 | 0.00 | 3 |
| 544939 | 1 | 51 | 29 | 5951.16 | 0 | 2 | 2 | 4 | 1992 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 205.21 | 90.32 | 146.31 | 9.83 | -3.61 | -2.25 | -0.94 | 0.00 | 0.00 | 0.00 | 3 |
| 147130 | 1 | 51 | 26 | 4159.21 | 0 | 1 | 1 | 1 | 1955 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 159.97 | 85.00 | 125.00 | 2.50 | -0.85 | 0.00 | 0.26 | 0.00 | 0.00 | 0.00 | 3 |
| 582837 | 1 | 51 | 26 | 6077.17 | 0 | 2 | 3 | 9 | 1983 | 0 | 2 | 2 | 3 | 3 | 3 | 1 | 3 | 2 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 3 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 233.74 | 0.00 | 20.00 | 0.58 | -4.12 | 0.38 | 2.50 | -0.77 | 0.77 | 0.00 | 3 |
| 366877 | 0 | 446 | 15 | 4608.89 | 0 | 1 | 2 | 6 | 1911 | 0 | 2 | 3 | 3 | 0 | 3 | 0 | 2 | 0 | 0 | 0 | 1 | 3 | 0 | 0 | 0 | 2 | 0 | 0 | 3 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 307.26 | 55.05 | 102.05 | 4.00 | -19.47 | -4.33 | 0.79 | 0.00 | 0.00 | 0.00 | 3 |
| 59231 | 1 | 51 | 31 | 4497.94 | 2 | 1 | 2 | 2 | 1983 | 0 | 0 | 1 | 1 | 2 | 0 | 1 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 145.09 | 10.00 | 41.99 | 4.68 | -2.51 | -0.48 | 0.77 | 0.00 | 0.97 | 0.00 | 3 |
Cluster 3 contains average customers with medium monetary values. We can name this cluster as "Gold"
df.columns
Index(['cust_status_ind', 'recency', 'frequency', 'monetary',
'NewVZPlan_plan_cnt', 'VerizonUNL_plan_cnt', 'billed_acct_size',
'active_loan_cnt', 'birth_year', 'BeyondUnlmtd_plan_cnt',
'GoUnlimit_plan_cnt', 'IphoneDev_cnt', 'recurring_paychnl_cnt',
'CA_state_cd', 'Hispanic_ethnicity_cnt', 'data_ovrg_Yes_cnt',
'Edge_contract_cnt', 'CommunicStore_chnl_cnt', 'AndroidDev_cnt',
'WearablDev_cnt', 'SingleLine_plan_cnt', 'TX_state_cd', 'ATT_port_cnt',
'DataOnly_Revtype_cnt', 'MatureAdults_cnt', 'handset_paychnl_cnt',
'VoiceOnly_pplangrp_cnt', 'SngleCpleKids_cnt', 'FamTeens_cnt',
'Purch_equip_cnt', 'MTM_contract_cnt', 'T_Mobile_port_cnt',
'Sprint_port_cnt', 'LocalRetailer_chnl_cnt', 'TwoYear_contract_cnt',
'BasicDev_cnt', 'arpu_amt', 'gl_late_fees_amt', 'gl_nonrecur_rev_amt',
'pplan_access_acrtn', 'tot_revenue_acrtn', 'access_rev_acrtn',
'eqp_rev_acrtn', 'usage_rev_acrtn', 'data_overage_amt',
'voice_overage_amt', 'Customer_Cluster'],
dtype='object')
1. Cluster 0 : Silver
2. Cluster 1 : Platinum
3. Cluster 2 : Bronze
4. Cluster 3 : Gold
# Renaming the clusters in the original dataframe:
df['Customer_Cluster'] = np.select([df.Customer_Cluster == 0, df.Customer_Cluster == 1, df.Customer_Cluster == 2, df.Customer_Cluster == 3],
['Silver','Platinum','Bronze','Gold'])
df.Customer_Cluster.value_counts()
Silver 28578 Bronze 19777 Gold 16041 Platinum 9187 Name: Customer_Cluster, dtype: int64
sns.countplot('Customer_Cluster',data=df)
<matplotlib.axes._subplots.AxesSubplot at 0x1dc1963da90>
df1 = pd.read_csv("fact_bill_ltv_smry_data_0821_Cust.txt", sep = '|')
df1.head()
| Unnamed: 0 | 525298014 | 17/03/04 | 0 | 719 | 7 | 904.34 | 0.1 | 1 | 1.1 | 1.2 | 1.3 | 1.4 | 1996 | 75150 | 1.5 | 0.2 | 0.3 | 1.6 | 1.7 | 0.4 | 0.5 | 0.6 | 1.8 | 1.9 | 0.7 | 0.8 | 0.9 | 1.10 | 1.11 | 0.10 | 0.11 | 1.12 | 0.12 | 0.13 | 0.14 | 0.15 | 1.13 | 0.16 | 0.17 | 0.18 | 0.19 | 0.20 | 129.19 | 25.00 | 646.29 | 613.33 | 32.96 | 9.29 | .83 | .00 | .34 | .28 | .00.1 | .00 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | NaN | 925381920 | 17/07/22 | 1 | 51 | 25 | 8012.49 | 5 | 0 | 5 | 5 | 5 | 15 | 1966 | 12309 | 3 | 0 | 5 | 3 | 5 | 0 | 0 | 0 | 3 | 5 | 0 | 0 | 1 | 0 | 0 | 2 | 0 | 0 | 1 | 5 | 0 | 2 | 0 | 0 | 0 | 0 | 2 | 0 | 320.50 | 5.00 | 3934.73 | 3723.20 | 211.53 | 0.0 | -7.20 | 6.04 | -10.14 | 0.00 | 0.0 | 0.0 |
| 1 | NaN | 825437339 | 17/11/01 | 1 | 51 | 21 | 5977.00 | 0 | 0 | 3 | 3 | 3 | 9 | 1993 | 76104 | 3 | 0 | 3 | 3 | 3 | 0 | 0 | 0 | 3 | 2 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 3 | 0 | 0 | 3 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 284.62 | 96.97 | 3166.38 | 2882.41 | 283.97 | 0.0 | -12.15 | 0.00 | -4.30 | 0.00 | 0.0 | 0.0 |
| 2 | NaN | 689017953 | 17/10/14 | 1 | 51 | 22 | 5842.94 | 0 | 0 | 4 | 4 | 4 | 16 | 1971 | 12601 | 4 | 0 | 4 | 0 | 4 | 0 | 0 | 0 | 4 | 4 | 4 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 4 | 0 | 4 | 0 | 4 | 0 | 0 | 0 | 265.59 | 5.40 | 3051.38 | 3042.00 | 9.38 | 0.0 | -12.80 | 0.00 | -1.02 | 0.00 | 0.0 | 0.0 |
| 3 | NaN | 373396651 | 17/11/27 | 1 | 51 | 21 | 6018.78 | 0 | 0 | 2 | 2 | 2 | 4 | 1984 | 95337 | 2 | 2 | 0 | 2 | 0 | 2 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 286.61 | 0.00 | 3570.00 | 3570.00 | 0.00 | 0.0 | -3.36 | 0.00 | -0.61 | 0.00 | 0.0 | 0.0 |
| 4 | NaN | 588971563 | 17/06/19 | 1 | 51 | 26 | 7135.08 | 4 | 0 | 4 | 4 | 4 | 12 | 1960 | 14883 | 4 | 0 | 4 | 3 | 4 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 274.43 | 15.00 | 4102.56 | 4000.00 | 102.56 | 0.0 | 2.40 | -1.92 | -0.34 | 0.15 | 0.0 | 0.0 |
df1.columns = ['sno','cust_id', 'cust_estb_dt', 'cust_status_ind', 'recency', 'frequency', 'monetary', 'NewVZPlan_plan_cnt', 'VerizonUNL_plan_cnt', 'billed_acct_size', 'VoiceTextData_pplangrp_cnt', 'VoiceData_revtype_cnt', 'active_loan_cnt', 'birth_year', 'zip5_cd', 'Loand_equip_cnt', 'BeyondUnlmtd_plan_cnt', 'GoUnlimit_plan_cnt', 'IphoneDev_cnt', 'recurring_paychnl_cnt', 'CA_state_cd', 'Hispanic_ethnicity_cnt', 'data_ovrg_Yes_cnt', 'Edge_contract_cnt', 'CommunicStore_chnl_cnt', 'AndroidDev_cnt', 'WearablDev_cnt', 'SingleLine_plan_cnt', 'TX_state_cd', 'ATT_port_cnt', 'DataOnly_Revtype_cnt', 'MatureAdults_cnt', 'handset_paychnl_cnt', 'VoiceOnly_pplangrp_cnt', 'SngleCpleKids_cnt', 'FamTeens_cnt', 'Purch_equip_cnt', 'MTM_contract_cnt', 'T_Mobile_port_cnt', 'Sprint_port_cnt', 'LocalRetailer_chnl_cnt', 'TwoYear_contract_cnt', 'BasicDev_cnt', 'arpu_amt', 'gl_late_fees_amt', 'gl_tot_service_rev_amt', 'gl_recur_rev_amt', 'gl_nonrecur_rev_amt', 'pplan_access_acrtn', 'tot_revenue_acrtn', 'access_rev_acrtn', 'eqp_rev_acrtn', 'usage_rev_acrtn', 'data_overage_amt', 'voice_overage_amt']
df1 = df1.drop('sno', axis=1)
df1 = df1[df1.monetary > -3335.15375]
df1 = df1[df1.monetary < 9999.65625]
df2 = df['Customer_Cluster']
result = pd.concat([df1, df2], axis=1)
result.head()
| cust_id | cust_estb_dt | cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | VoiceTextData_pplangrp_cnt | VoiceData_revtype_cnt | active_loan_cnt | birth_year | zip5_cd | Loand_equip_cnt | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | gl_late_fees_amt | gl_tot_service_rev_amt | gl_recur_rev_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | Customer_Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 925381920 | 17/07/22 | 1 | 51 | 25 | 8012.49 | 5 | 0 | 5 | 5 | 5 | 15 | 1966 | 12309 | 3 | 0 | 5 | 3 | 5 | 0 | 0 | 0 | 3 | 5 | 0 | 0 | 1 | 0 | 0 | 2 | 0 | 0 | 1 | 5 | 0 | 2 | 0 | 0 | 0 | 0 | 2 | 0 | 320.50 | 5.00 | 3934.73 | 3723.20 | 211.53 | 0.0 | -7.20 | 6.04 | -10.14 | 0.00 | 0.0 | 0.0 | NaN |
| 1 | 825437339 | 17/11/01 | 1 | 51 | 21 | 5977.00 | 0 | 0 | 3 | 3 | 3 | 9 | 1993 | 76104 | 3 | 0 | 3 | 3 | 3 | 0 | 0 | 0 | 3 | 2 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 3 | 0 | 0 | 3 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 284.62 | 96.97 | 3166.38 | 2882.41 | 283.97 | 0.0 | -12.15 | 0.00 | -4.30 | 0.00 | 0.0 | 0.0 | NaN |
| 2 | 689017953 | 17/10/14 | 1 | 51 | 22 | 5842.94 | 0 | 0 | 4 | 4 | 4 | 16 | 1971 | 12601 | 4 | 0 | 4 | 0 | 4 | 0 | 0 | 0 | 4 | 4 | 4 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 4 | 0 | 4 | 0 | 4 | 0 | 0 | 0 | 265.59 | 5.40 | 3051.38 | 3042.00 | 9.38 | 0.0 | -12.80 | 0.00 | -1.02 | 0.00 | 0.0 | 0.0 | NaN |
| 3 | 373396651 | 17/11/27 | 1 | 51 | 21 | 6018.78 | 0 | 0 | 2 | 2 | 2 | 4 | 1984 | 95337 | 2 | 2 | 0 | 2 | 0 | 2 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 286.61 | 0.00 | 3570.00 | 3570.00 | 0.00 | 0.0 | -3.36 | 0.00 | -0.61 | 0.00 | 0.0 | 0.0 | NaN |
| 4 | 588971563 | 17/06/19 | 1 | 51 | 26 | 7135.08 | 4 | 0 | 4 | 4 | 4 | 12 | 1960 | 14883 | 4 | 0 | 4 | 3 | 4 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 274.43 | 15.00 | 4102.56 | 4000.00 | 102.56 | 0.0 | 2.40 | -1.92 | -0.34 | 0.15 | 0.0 | 0.0 | NaN |
#result.to_csv (r'Final_table.csv', index = None, header=True)
df.head()
| cust_status_ind | recency | frequency | monetary | NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | active_loan_cnt | birth_year | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | gl_late_fees_amt | gl_nonrecur_rev_amt | pplan_access_acrtn | tot_revenue_acrtn | access_rev_acrtn | eqp_rev_acrtn | usage_rev_acrtn | data_overage_amt | voice_overage_amt | Customer_Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 56841 | 1 | 51 | 27 | 2164.37 | 1 | 0 | 1 | 1 | 1952 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 80.16 | 5.0 | 6.99 | 1.30 | -1.61 | -0.29 | 0.00 | 0.0 | 0.00 | 0.0 | Silver |
| 13719 | 1 | 51 | 28 | 6943.23 | 0 | 4 | 4 | 8 | 1975 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 2 | 4 | 0 | 0 | 0 | 0 | 0 | 247.97 | 35.0 | 35.00 | 15.71 | -0.92 | 0.00 | 1.49 | 0.0 | 0.00 | 0.0 | Platinum |
| 237065 | 1 | 51 | 27 | 1828.20 | 2 | 0 | 1 | 2 | 1932 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 67.71 | 0.0 | 0.00 | 1.48 | -3.27 | 0.00 | -0.78 | 0.0 | 0.00 | 0.0 | Silver |
| 62699 | 1 | 51 | 24 | 2805.00 | 1 | 1 | 1 | 1 | 1991 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 116.88 | 5.0 | -46.28 | 1.67 | -0.10 | -1.04 | 2.00 | 0.0 | 1.25 | 0.0 | Silver |
| 283582 | 1 | 51 | 21 | 4451.09 | 0 | 0 | 5 | 15 | 1984 | 4 | 2 | 3 | 5 | 0 | 0 | 0 | 3 | 4 | 0 | 2 | 0 | 5 | 0 | 0 | 0 | 2 | 0 | 4 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 211.96 | 0.0 | 0.00 | 0.71 | -15.14 | 9.29 | -1.10 | 0.0 | 0.00 | 0.0 | Gold |
df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 73583 entries, 56841 to 491409 Data columns (total 47 columns): cust_status_ind 73583 non-null int64 recency 73583 non-null int64 frequency 73583 non-null int64 monetary 73583 non-null float64 NewVZPlan_plan_cnt 73583 non-null int64 VerizonUNL_plan_cnt 73583 non-null int64 billed_acct_size 73583 non-null int64 active_loan_cnt 73583 non-null int64 birth_year 73583 non-null int64 BeyondUnlmtd_plan_cnt 73583 non-null int64 GoUnlimit_plan_cnt 73583 non-null int64 IphoneDev_cnt 73583 non-null int64 recurring_paychnl_cnt 73583 non-null int64 CA_state_cd 73583 non-null int64 Hispanic_ethnicity_cnt 73583 non-null int64 data_ovrg_Yes_cnt 73583 non-null int64 Edge_contract_cnt 73583 non-null int64 CommunicStore_chnl_cnt 73583 non-null int64 AndroidDev_cnt 73583 non-null int64 WearablDev_cnt 73583 non-null int64 SingleLine_plan_cnt 73583 non-null int64 TX_state_cd 73583 non-null int64 ATT_port_cnt 73583 non-null int64 DataOnly_Revtype_cnt 73583 non-null int64 MatureAdults_cnt 73583 non-null int64 handset_paychnl_cnt 73583 non-null int64 VoiceOnly_pplangrp_cnt 73583 non-null int64 SngleCpleKids_cnt 73583 non-null int64 FamTeens_cnt 73583 non-null int64 Purch_equip_cnt 73583 non-null int64 MTM_contract_cnt 73583 non-null int64 T_Mobile_port_cnt 73583 non-null int64 Sprint_port_cnt 73583 non-null int64 LocalRetailer_chnl_cnt 73583 non-null int64 TwoYear_contract_cnt 73583 non-null int64 BasicDev_cnt 73583 non-null int64 arpu_amt 73583 non-null float64 gl_late_fees_amt 73583 non-null float64 gl_nonrecur_rev_amt 73583 non-null float64 pplan_access_acrtn 73583 non-null float64 tot_revenue_acrtn 73583 non-null float64 access_rev_acrtn 73583 non-null float64 eqp_rev_acrtn 73583 non-null float64 usage_rev_acrtn 73583 non-null float64 data_overage_amt 73583 non-null float64 voice_overage_amt 73583 non-null float64 Customer_Cluster 73583 non-null object dtypes: float64(11), int64(35), object(1) memory usage: 29.4+ MB
plt.figure(figsize=(20,7))
plt.subplot(121)
df["Customer_Cluster"].value_counts().plot.pie(autopct = "%1.0f%%",colors = sns.color_palette("prism",4),startangle = 60,labels=["Silver","Bronze","Gold","Platinum"],
wedgeprops={"linewidth":2,"edgecolor":"k"},explode=[0,0.1,0.2,0.3],shadow =True)
plt.title("Distribution of Target Variable")
plt.subplot(122)
ax = df["Customer_Cluster"].value_counts().plot(kind="barh")
for i,j in enumerate(df["Customer_Cluster"].value_counts().values):
ax.text(.7,i,j,weight = "bold",fontsize=20)
plt.title("Count of Cluster")
plt.show()
df.columns
Index(['cust_status_ind', 'recency', 'frequency', 'monetary',
'NewVZPlan_plan_cnt', 'VerizonUNL_plan_cnt', 'billed_acct_size',
'active_loan_cnt', 'birth_year', 'BeyondUnlmtd_plan_cnt',
'GoUnlimit_plan_cnt', 'IphoneDev_cnt', 'recurring_paychnl_cnt',
'CA_state_cd', 'Hispanic_ethnicity_cnt', 'data_ovrg_Yes_cnt',
'Edge_contract_cnt', 'CommunicStore_chnl_cnt', 'AndroidDev_cnt',
'WearablDev_cnt', 'SingleLine_plan_cnt', 'TX_state_cd', 'ATT_port_cnt',
'DataOnly_Revtype_cnt', 'MatureAdults_cnt', 'handset_paychnl_cnt',
'VoiceOnly_pplangrp_cnt', 'SngleCpleKids_cnt', 'FamTeens_cnt',
'Purch_equip_cnt', 'MTM_contract_cnt', 'T_Mobile_port_cnt',
'Sprint_port_cnt', 'LocalRetailer_chnl_cnt', 'TwoYear_contract_cnt',
'BasicDev_cnt', 'arpu_amt', 'gl_late_fees_amt', 'gl_nonrecur_rev_amt',
'pplan_access_acrtn', 'tot_revenue_acrtn', 'access_rev_acrtn',
'eqp_rev_acrtn', 'usage_rev_acrtn', 'data_overage_amt',
'voice_overage_amt', 'Customer_Cluster'],
dtype='object')
Since we have already removed highly correlated features before performing Clustering, there is no need to apply correlation check again.
from sklearn.model_selection import train_test_split
X = df[['NewVZPlan_plan_cnt', 'VerizonUNL_plan_cnt', 'billed_acct_size',
'active_loan_cnt', 'birth_year', 'BeyondUnlmtd_plan_cnt',
'GoUnlimit_plan_cnt', 'IphoneDev_cnt', 'recurring_paychnl_cnt',
'CA_state_cd', 'Hispanic_ethnicity_cnt', 'data_ovrg_Yes_cnt',
'Edge_contract_cnt', 'CommunicStore_chnl_cnt', 'AndroidDev_cnt',
'WearablDev_cnt', 'SingleLine_plan_cnt', 'TX_state_cd', 'ATT_port_cnt',
'DataOnly_Revtype_cnt', 'MatureAdults_cnt', 'handset_paychnl_cnt',
'VoiceOnly_pplangrp_cnt', 'SngleCpleKids_cnt', 'FamTeens_cnt',
'Purch_equip_cnt', 'MTM_contract_cnt', 'T_Mobile_port_cnt',
'Sprint_port_cnt', 'LocalRetailer_chnl_cnt', 'TwoYear_contract_cnt',
'BasicDev_cnt', 'arpu_amt','data_overage_amt','voice_overage_amt']]
y = df['Customer_Cluster']
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)
X_train.head()
| NewVZPlan_plan_cnt | VerizonUNL_plan_cnt | billed_acct_size | active_loan_cnt | birth_year | BeyondUnlmtd_plan_cnt | GoUnlimit_plan_cnt | IphoneDev_cnt | recurring_paychnl_cnt | CA_state_cd | Hispanic_ethnicity_cnt | data_ovrg_Yes_cnt | Edge_contract_cnt | CommunicStore_chnl_cnt | AndroidDev_cnt | WearablDev_cnt | SingleLine_plan_cnt | TX_state_cd | ATT_port_cnt | DataOnly_Revtype_cnt | MatureAdults_cnt | handset_paychnl_cnt | VoiceOnly_pplangrp_cnt | SngleCpleKids_cnt | FamTeens_cnt | Purch_equip_cnt | MTM_contract_cnt | T_Mobile_port_cnt | Sprint_port_cnt | LocalRetailer_chnl_cnt | TwoYear_contract_cnt | BasicDev_cnt | arpu_amt | data_overage_amt | voice_overage_amt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 460760 | 0 | 0 | 5 | 20 | 1988 | 4 | 0 | 5 | 5 | 5 | 5 | 0 | 4 | 5 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 5 | 0 | 5 | 0 | 1 | 2 | 4 | 0 | 0 | 0 | 0 | 362.66 | 0.0 | 0.0 |
| 337749 | 1 | 1 | 1 | 1 | 1993 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 130.91 | 0.0 | 0.0 |
| 702025 | 2 | 0 | 2 | 4 | 1999 | 2 | 2 | 1 | 2 | 0 | 0 | 0 | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 115.81 | 0.0 | 0.0 |
| 454031 | 0 | 0 | 1 | 1 | 1946 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 33.43 | 0.0 | 0.0 |
| 136394 | 0 | 0 | 1 | 0 | 1993 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 33.33 | 0.0 | 0.0 |
# Feature Scaling:
from sklearn.preprocessing import StandardScaler
sc = StandardScaler()
X_train = sc.fit_transform(X_train)
X_test = sc.transform(X_test)
from sklearn.metrics import roc_curve, precision_recall_curve, auc, make_scorer, recall_score, accuracy_score, classification_report, precision_score, confusion_matrix
# ---- Decision Tree -----------
from sklearn import tree
dtree = tree.DecisionTreeClassifier(criterion='entropy', max_depth=5)
dtree.fit(X_train, y_train)
y_pred_dtree = dtree.predict(X_test)
print('Accuracy of decision tree on training set: {:.2f}'
.format(dtree.score(X_train, y_train)))
print('Accuracy of decision tree on validation set: {:.2f}'
.format(dtree.score(X_test, y_test)))
print('Clasification report of Decision Treeclassifier on validation set: \n{}'
.format(classification_report(y_test, y_pred_dtree)))
print(confusion_matrix(y_test, y_pred_dtree))
Accuracy of decision tree on training set: 0.74
Accuracy of decision tree on validation set: 0.74
Clasification report of Decision Treeclassifier on validation set:
precision recall f1-score support
Bronze 0.81 0.69 0.75 3931
Gold 0.66 0.71 0.69 3243
Platinum 0.69 0.81 0.75 1828
Silver 0.76 0.76 0.76 5715
micro avg 0.74 0.74 0.74 14717
macro avg 0.73 0.74 0.74 14717
weighted avg 0.74 0.74 0.74 14717
[[2723 217 161 830]
[ 12 2299 356 576]
[ 0 341 1487 0]
[ 616 609 138 4352]]
# ---- Random Forest -----------
from sklearn.ensemble import RandomForestClassifier
rfc = RandomForestClassifier(n_estimators=100)
rfc.fit(X_train, y_train)
y_pred_rfc = rfc.predict(X_test)
print('Accuracy of Random Forest on training set: {:.2f}'
.format(rfc.score(X_train, y_train)))
print('Accuracy of Random Forest on validation set: {:.2f}'
.format(rfc.score(X_test, y_test)))
print('Clasification report of Random Forest on validation set: \n{}'
.format(classification_report(y_test, y_pred_rfc)))
print(confusion_matrix(y_test, y_pred_rfc))
Accuracy of Random Forest on training set: 1.00
Accuracy of Random Forest on validation set: 0.79
Clasification report of Random Forest on validation set:
precision recall f1-score support
Bronze 0.86 0.76 0.81 3931
Gold 0.70 0.77 0.73 3243
Platinum 0.77 0.80 0.79 1828
Silver 0.80 0.81 0.80 5715
micro avg 0.79 0.79 0.79 14717
macro avg 0.78 0.78 0.78 14717
weighted avg 0.79 0.79 0.79 14717
[[2977 145 51 758]
[ 43 2481 292 427]
[ 16 340 1468 4]
[ 428 563 95 4629]]
# Number of features to consider at every split
max_features = ['auto', 'sqrt']
# Maximum number of levels in tree
max_depth = [int(x) for x in np.linspace(10, 80, num = 11)]
max_depth.append(None)
# Minimum number of samples required to split a node
min_samples_split = [2, 5, 10]
# Minimum number of samples required at each leaf node
min_samples_leaf = [1, 2, 4]
# Method of selecting samples for training each tree
bootstrap = [True, False]
random_grid = {
'max_features': max_features,
'max_depth': max_depth,
'min_samples_split': min_samples_split,
'min_samples_leaf': min_samples_leaf,
'bootstrap': bootstrap}
print(random_grid)
{'max_features': ['auto', 'sqrt'], 'max_depth': [10, 17, 24, 31, 38, 45, 52, 59, 66, 73, 80, None], 'min_samples_split': [2, 5, 10], 'min_samples_leaf': [1, 2, 4], 'bootstrap': [True, False]}
from sklearn.model_selection import RandomizedSearchCV
# Use the random grid to search for best hyperparameters
# First create the base model to tune
rf = RandomForestClassifier()
# Random search of parameters, using 3 fold cross validation,
# search across 100 different combinations, and use all available cores
rf_random = RandomizedSearchCV(estimator = rf, param_distributions = random_grid, n_iter = 10, cv = 3, verbose=2, random_state=42, n_jobs = -1)
# Fit the random search model
rf_random.fit(X_train, y_train)
y_pred_rf = rf_random.predict(X_test)
Fitting 3 folds for each of 10 candidates, totalling 30 fits
[Parallel(n_jobs=-1)]: Using backend LokyBackend with 4 concurrent workers. [Parallel(n_jobs=-1)]: Done 30 out of 30 | elapsed: 22.2s finished
rf_random.best_params_
{'min_samples_split': 10,
'min_samples_leaf': 2,
'max_features': 'sqrt',
'max_depth': 73,
'bootstrap': False}
# ---- Random Forest with best parameters -----------
from sklearn.ensemble import RandomForestClassifier
rfc = RandomForestClassifier(n_estimators=10,min_samples_split= 10,min_samples_leaf= 2,max_features='sqrt',max_depth=73,bootstrap=False)
rfc.fit(X_train, y_train)
y_pred_rfc = rfc.predict(X_test)
print('Accuracy of Random Forest on training set: {:.2f}'
.format(rfc.score(X_train, y_train)))
print('Accuracy of Random Forest on validation set: {:.2f}'
.format(rfc.score(X_test, y_test)))
print('Classification report of Random Forest on validation set: \n{}'
.format(classification_report(y_test, y_pred_rfc)))
print(confusion_matrix(y_test, y_pred_rfc))
Accuracy of Random Forest on training set: 0.94
Accuracy of Random Forest on validation set: 0.78
Classification report of Random Forest on validation set:
precision recall f1-score support
Bronze 0.85 0.76 0.80 3931
Gold 0.70 0.75 0.73 3243
Platinum 0.77 0.79 0.78 1828
Silver 0.79 0.81 0.80 5715
micro avg 0.78 0.78 0.78 14717
macro avg 0.78 0.78 0.78 14717
weighted avg 0.78 0.78 0.78 14717
[[2977 138 51 765]
[ 45 2445 291 462]
[ 18 355 1446 9]
[ 458 545 102 4610]]
#XGBoost Multiclassification Model
from xgboost import XGBClassifier
xgb = XGBClassifier()
xgb.fit(X_train, y_train)
y_pred_xgb = xgb.predict(X_test)
print('Accuracy of XGBoost on training set: {:.2f}'
.format(xgb.score(X_train, y_train)))
print('Accuracy of XGBoost on validation set: {:.2f}'
.format(xgb.score(X_test, y_test)))
print('Classification report of XGBoost on validation set: \n{}'
.format(classification_report(y_test, y_pred_xgb)))
print(confusion_matrix(y_test, y_pred_xgb))
Accuracy of XGBoost on training set: 0.78
Accuracy of XGBoost on validation set: 0.78
Classification report of XGBoost on validation set:
precision recall f1-score support
Bronze 0.86 0.71 0.78 3931
Gold 0.71 0.76 0.73 3243
Platinum 0.76 0.82 0.79 1828
Silver 0.78 0.82 0.80 5715
micro avg 0.78 0.78 0.78 14717
macro avg 0.78 0.78 0.78 14717
weighted avg 0.78 0.78 0.78 14717
[[2804 169 80 878]
[ 40 2459 283 461]
[ 19 306 1502 1]
[ 397 526 104 4688]]
# ---- Naive Bayes -----------
from sklearn.naive_bayes import GaussianNB
gnb = GaussianNB()
gnb.fit(X_train, y_train)
y_pred_gnb = gnb.predict(X_test)
print('Accuracy of GNB classifier on training set: {:.2f}'
.format(gnb.score(X_train, y_train)))
print('Accuracy of GNB classifier on validation set: {:.2f}'
.format(gnb.score(X_test, y_test)))
print('Classification report of Gaussian Naive Bayes on validation set: \n{}'
.format(classification_report(y_test, y_pred_gnb)))
print(confusion_matrix(y_test, y_pred_gnb))
Accuracy of GNB classifier on training set: 0.58
Accuracy of GNB classifier on validation set: 0.58
Classification report of Gaussian Naive Bayes on validation set:
precision recall f1-score support
Bronze 0.84 0.36 0.50 3931
Gold 0.48 0.40 0.44 3243
Platinum 0.57 0.61 0.59 1828
Silver 0.57 0.84 0.68 5715
micro avg 0.58 0.58 0.58 14717
macro avg 0.61 0.55 0.55 14717
weighted avg 0.62 0.58 0.57 14717
[[1405 284 154 2088]
[ 39 1294 500 1410]
[ 8 594 1115 111]
[ 228 522 184 4781]]
# ---- Ada Boost -----------
from sklearn.ensemble import AdaBoostClassifier
abc = AdaBoostClassifier(random_state=1)
abc.fit(X_train, y_train)
y_pred_abc = abc.predict(X_test)
print('Accuracy of AdaBoost on training set: {:.2f}'
.format(abc.score(X_train, y_train)))
print('Accuracy of AdaBoost on validation set: {:.2f}'
.format(abc.score(X_test, y_test)))
print('Classification report of Ada Boost on validation set: \n{}'
.format(classification_report(y_test, y_pred_abc)))
print(confusion_matrix(y_test, y_pred_abc))
Accuracy of AdaBoost on training set: 0.70
Accuracy of AdaBoost on validation set: 0.69
Classification report of Ada Boost on validation set:
precision recall f1-score support
Bronze 0.76 0.52 0.62 3931
Gold 0.66 0.68 0.67 3243
Platinum 0.72 0.82 0.77 1828
Silver 0.67 0.78 0.72 5715
micro avg 0.69 0.69 0.69 14717
macro avg 0.70 0.70 0.69 14717
weighted avg 0.70 0.69 0.69 14717
[[2027 147 64 1693]
[ 115 2202 425 501]
[ 27 284 1508 9]
[ 487 696 102 4430]]
# Creates a confusion matrix
cm = confusion_matrix(y_test, y_pred_rfc)
# Transform to df for easier plotting
cm_df = pd.DataFrame(cm,
index = ['Platinum','Gold','Silver','Bronze'],
columns = ['Platinum','Gold','Silver','Bronze'])
plt.figure(figsize=(8,6))
sns.heatmap(cm_df, annot=True,fmt='2.0f')
plt.title('Random Forest \nAccuracy:{0:.3f}'.format(accuracy_score(y_test, y_pred_rfc)))
plt.ylabel('True label')
plt.xlabel('Predicted label')
plt.show()
We now try to obtain the features that contribute the most to our Random forest model. We can use Shap feature explanation for the same.
import shap
pd.set_option("display.max_columns", 96)
pd.set_option("display.max_rows", 96)
plt.rcParams['figure.figsize'] = (12, 9)
plt.style.use('ggplot')
shap.initjs()
# DF, based on which importance is checked
X_importance = X_test
# Explain model predictions using shap library:
explainer = shap.TreeExplainer(rfc)
shap_values = explainer.shap_values(X_importance)
# Plot summary_plot
shap.summary_plot(shap_values, X)
grid_param = {
'n_estimators': [100, 200, 300],
'criterion': ['gini', 'entropy'],
'bootstrap': [True, False]
}
from sklearn.model_selection import GridSearchCV
gd_sr = GridSearchCV(estimator=rfc,
param_grid=grid_param,
scoring='accuracy',
cv=5,
n_jobs=-1)
gd_sr.fit(X_train, y_train)
GridSearchCV(cv=5, error_score='raise-deprecating',
estimator=RandomForestClassifier(bootstrap=False, class_weight=None, criterion='gini',
max_depth=73, max_features='sqrt', max_leaf_nodes=None,
min_impurity_decrease=0.0, min_impurity_split=None,
min_samples_leaf=2, min_samples_split=10,
min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=None,
oob_score=False, random_state=None, verbose=0,
warm_start=False),
fit_params=None, iid='warn', n_jobs=-1,
param_grid={'n_estimators': [100, 200, 300], 'criterion': ['gini', 'entropy'], 'bootstrap': [True, False]},
pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',
scoring='accuracy', verbose=0)
best_parameters = gd_sr.best_params_
print(best_parameters)
{'bootstrap': False, 'criterion': 'gini', 'n_estimators': 300}
best_result = gd_sr.best_score_
print(best_result)
0.7871946454659736
The accuracy we have obtained after tuning the best model is 78.71%. We can further improve the performance of this model by stacking. We can combaine Random Forest and XGBoost algorithms to make better predictions!
from mlxtend.classifier import StackingClassifier
from mlxtend.plotting import plot_learning_curves
from mlxtend.plotting import plot_decision_regions
from sklearn import model_selection
clf1 = RandomForestClassifier(random_state=0,n_estimators=300, max_depth=73, criterion = 'gini')
clf2 = XGBClassifier()
clf3 = GaussianNB()
rfc = RandomForestClassifier(n_estimators=100)
sclf = StackingClassifier(classifiers=[clf1, clf2, clf3],
meta_classifier=rfc)
# Import label encoder
from sklearn import preprocessing
# label_encoder object knows how to understand word labels.
label_encoder = preprocessing.LabelEncoder()
# Encode labels in column 'species'.
y_train = label_encoder.fit_transform(y_train)
y_test = label_encoder.fit_transform(y_test)
sclf = StackingClassifier(classifiers=[clf1, clf2, clf3],
meta_classifier=rfc)
sclf.fit(X_train, y_train)
y_pred_sclf = sclf.predict(X_test)
print('Accuracy of Stacking classifier on training set: {:.2f}'
.format(sclf.score(X_train, y_train)))
print('Accuracy of Stacked Classifier on test set: {:.2f}'
.format(sclf.score(X_test, y_test)))
print('Clasification report of Stacked Classifier on Test set: \n{}'
.format(classification_report(y_test, y_pred_sclf)))
print(confusion_matrix(y_test, y_pred_sclf))
Accuracy of Stacking classifier on training set: 1.00
Accuracy of Stacked Classifier on test set: 0.79
Clasification report of Stacked Classifier on Test set:
precision recall f1-score support
0 0.86 0.76 0.80 3931
1 0.70 0.77 0.74 3243
2 0.77 0.80 0.79 1828
3 0.80 0.81 0.80 5715
micro avg 0.79 0.79 0.79 14717
macro avg 0.78 0.78 0.78 14717
weighted avg 0.79 0.79 0.79 14717
[[2969 151 51 760]
[ 44 2491 281 427]
[ 17 340 1467 4]
[ 436 552 100 4627]]
The Stacking Classifier is overfitting the training set and is not able to predict the test set perfectly as it has only 79% accuracy. Even though we have an improved accuracy by 1%, we reject this model due to overfitting!